Details: https://spacy.io/models/ca#ca_core_news_trf
Catalan transformer pipeline (Transformer(name='projecte-aina/roberta-base-ca-v2', piece_encoder='byte-bpe', stride=112, type='roberta', width=768, window=144, vocab_size=50262)). Components: transformer, morphologizer, parser, ner, attribute_ruler, lemmatizer.
| Feature | Description | 
|---|---|
| Name | ca_core_news_trf | 
| Version | 3.7.2 | 
| spaCy | >=3.7.0,<3.8.0 | 
| Default Pipeline | transformer, morphologizer, parser, attribute_ruler, lemmatizer, ner | 
| Components | transformer, morphologizer, parser, attribute_ruler, lemmatizer, ner | 
| Vectors | 0 keys, 0 unique vectors (0 dimensions) | 
| Sources | UD Catalan AnCora v2.8 (Martínez Alonso, Héctor; Pascual, Elena; Zeman, Daniel) UD Catalan AnCora v2.8 + NER v3.2.9 (Carlos Rodríguez-Penagos and Carme Armentano-Oller) Catalan Lemmatizer (Text Mining Unit, Barcelona Supercomputing Center) projecte-aina/roberta-base-ca-v2 (Text Mining Unit (TeMU) at the Barcelona Supercomputing Center)  | 
| License | GNU GPL 3.0 | 
| Author | Explosion | 
Label Scheme
View label scheme (316 labels for 3 components)
| Component | Labels | 
|---|---|
morphologizer | 
Definite=Def|Gender=Masc|Number=Sing|POS=DET|PronType=Art, POS=PROPN, POS=PUNCT|PunctSide=Ini|PunctType=Brck, POS=PUNCT|PunctSide=Fin|PunctType=Brck, Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin, Gender=Masc|Number=Sing|POS=VERB|Tense=Past|VerbForm=Part, Definite=Def|Gender=Fem|Number=Sing|POS=DET|PronType=Art, Gender=Fem|Number=Sing|POS=NOUN, POS=ADP, NumType=Card|Number=Plur|POS=NUM, Gender=Masc|Number=Plur|POS=NOUN, Number=Sing|POS=ADJ, POS=CCONJ, Gender=Fem|Number=Sing|POS=DET|PronType=Ind, NumForm=Digit|NumType=Card|POS=NUM, NumForm=Digit|POS=NOUN, Gender=Masc|Number=Plur|POS=ADJ, POS=PUNCT|PunctType=Comm, POS=AUX|VerbForm=Inf, Case=Acc,Dat|POS=PRON|Person=3|PrepCase=Npr|PronType=Prs|Reflex=Yes, Definite=Def|Gender=Masc|Number=Plur|POS=DET|PronType=Art, POS=PRON|PronType=Rel, Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Imp|VerbForm=Fin, Gender=Fem|Number=Sing|POS=DET|PronType=Art, Gender=Fem|Number=Sing|POS=DET|Person=3|Poss=Yes|PronType=Prs, Definite=Def|Gender=Fem|Number=Plur|POS=DET|PronType=Art, Gender=Fem|Number=Plur|POS=NOUN, Gender=Fem|Number=Plur|POS=ADJ, POS=VERB|VerbForm=Inf, Case=Acc,Dat|Number=Plur|POS=PRON|Person=3|PronType=Prs, Number=Plur|POS=ADJ, POS=PUNCT|PunctType=Peri, Number=Sing|POS=PRON|PronType=Rel, Gender=Masc|Number=Sing|POS=NOUN, Mood=Imp|Number=Sing|POS=VERB|Person=2|VerbForm=Fin, Gender=Masc|Number=Plur|POS=ADJ|VerbForm=Part, POS=SCONJ, Mood=Ind|Number=Plur|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin, Gender=Masc|Number=Plur|POS=VERB|Tense=Past|VerbForm=Part, Definite=Def|Number=Sing|POS=DET|PronType=Art, Gender=Masc|Number=Sing|POS=DET|PronType=Ind, Gender=Fem|Number=Plur|POS=ADJ|VerbForm=Part, Gender=Masc|Number=Sing|POS=DET|PronType=Dem, POS=VERB|VerbForm=Ger, POS=NOUN, Gender=Fem|NumType=Card|Number=Sing|POS=NUM, Gender=Fem|Number=Sing|POS=ADJ|VerbForm=Part, Gender=Fem|NumType=Ord|Number=Plur|POS=ADJ, POS=SYM, Gender=Masc|Number=Sing|POS=ADJ, Gender=Masc|Number=Sing|POS=ADJ|VerbForm=Part, Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin, Gender=Fem|Number=Sing|POS=DET|PronType=Dem, POS=ADV|Polarity=Neg, POS=ADV, Number=Sing|POS=PRON|PronType=Dem, Number=Sing|POS=NOUN, Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin, Number=Plur|POS=NOUN, Mood=Sub|Number=Plur|POS=VERB|Person=3|Tense=Imp|VerbForm=Fin, Gender=Fem|Number=Sing|POS=ADJ, Mood=Sub|Number=Sing|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin, Gender=Masc|Number=Sing|POS=PRON|PronType=Tot, Case=Loc|POS=PRON|Person=3|PronType=Prs, Gender=Fem|NumType=Ord|Number=Sing|POS=ADJ, Degree=Cmp|POS=ADV, Gender=Fem|Number=Plur|POS=DET|PronType=Art, Gender=Fem|Number=Plur|POS=DET|Person=3|Poss=Yes|PronType=Prs, Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Fut|VerbForm=Fin, Gender=Masc|NumType=Ord|Number=Sing|POS=ADJ, Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Fut|VerbForm=Fin, NumType=Card|POS=NUM, Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Fut|VerbForm=Fin, Number=Sing|POS=PRON|PronType=Ind, Gender=Masc|Number=Sing|POS=DET|PronType=Art, Number=Plur|POS=DET|PronType=Ind, Mood=Sub|Number=Plur|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin, Gender=Masc|Number=Plur|POS=DET|PronType=Dem, Mood=Ind|Number=Plur|POS=AUX|Person=3|Tense=Fut|VerbForm=Fin, Gender=Masc|NumType=Card|Number=Sing|POS=NUM, Mood=Sub|Number=Plur|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin, Case=Acc|Gender=Fem|Number=Sing|POS=PRON|Person=3|PronType=Prs, Number=Sing|POS=DET|PronType=Ind, POS=PUNCT, Number=Sing|POS=DET|PronType=Rel, Case=Gen|POS=PRON|Person=3|PronType=Prs, Gender=Fem|NumType=Card|Number=Plur|POS=NUM, Mood=Ind|Number=Plur|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin, POS=DET|PronType=Ind, POS=AUX, Case=Acc|Gender=Neut|Number=Sing|POS=PRON|Person=3|PronType=Prs, Case=Acc,Dat|Number=Plur|POS=PRON|Person=1|PronType=Prs, Degree=Cmp|Number=Sing|POS=ADJ, Number=Sing|POS=VERB, Gender=Masc|Number=Plur|POS=PRON|PronType=Ind, Gender=Fem|Number=Plur|POS=DET|PronType=Dem, Gender=Masc|Number=Plur|POS=DET|PronType=Art, Gender=Masc|Number=Plur|POS=DET|Person=3|Poss=Yes|PronType=Prs, Case=Acc|Gender=Fem,Masc|Number=Sing|POS=PRON|Person=3|PronType=Prs, Gender=Fem|Number=Sing|POS=VERB|Tense=Past|VerbForm=Part, Gender=Masc|Number=Sing|POS=PRON|PronType=Ind, Gender=Fem|Number=Plur|POS=PRON|PronType=Ind, Mood=Sub|Number=Sing|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin, Number=Plur|POS=PRON|PronType=Rel, Gender=Masc|Number=Plur|POS=DET|PronType=Int, Mood=Ind|Number=Plur|POS=AUX|Person=3|Tense=Imp|VerbForm=Fin, AdvType=Tim|POS=NOUN, Gender=Masc|Number=Plur|POS=DET|PronType=Ind, Gender=Fem|Number=Plur|POS=DET|PronType=Ind, Gender=Masc|Number=Sing|POS=DET|PronType=Int, Mood=Cnd|Number=Sing|POS=AUX|Person=3|VerbForm=Fin, Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Imp|VerbForm=Fin, Number=Sing|POS=DET|PronType=Art, Gender=Masc|Number=Sing|POS=DET|Person=3|Poss=Yes|PronType=Prs, Case=Acc|Gender=Masc|Number=Sing|POS=PRON|Person=3|PronType=Prs, Gender=Masc|Number=Sing|POS=PRON|PronType=Int, POS=PUNCT|PunctType=Semi, Mood=Cnd|Number=Plur|POS=AUX|Person=3|VerbForm=Fin, Case=Dat|Number=Sing|POS=PRON|Person=3|PronType=Prs, Gender=Masc|NumType=Card|Number=Plur|POS=NUM, Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Imp|VerbForm=Fin, Gender=Fem|Number=Sing|POS=PRON|PronType=Ind, Mood=Sub|Number=Sing|POS=AUX|Person=3|Tense=Imp|VerbForm=Fin, NumForm=Digit|POS=SYM, Gender=Masc|Number=Sing|POS=AUX|Tense=Past|VerbForm=Part, Gender=Fem|Number=Sing|POS=PRON|PronType=Int, Gender=Fem|Number=Sing|POS=DET|PronType=Int, POS=PRON|PronType=Int, Gender=Fem|Number=Plur|POS=DET|PronType=Int, Mood=Cnd|Number=Sing|POS=VERB|Person=3|VerbForm=Fin, Mood=Cnd|Number=Plur|POS=VERB|Person=3|VerbForm=Fin, POS=PART, Gender=Fem|Number=Sing|POS=PRON|PronType=Dem, Gender=Masc|Number=Sing|POS=DET|PronType=Tot, Gender=Masc|Number=Plur|POS=PRON|PronType=Dem, POS=ADJ, Gender=Masc|Number=Plur|POS=PRON|Person=3|PronType=Prs, Degree=Cmp|Number=Plur|POS=ADJ, POS=PUNCT|PunctType=Dash, Mood=Sub|Number=Sing|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin, Case=Acc|Gender=Fem|Number=Plur|POS=PRON|Person=3|PronType=Prs, Mood=Sub|Number=Sing|POS=VERB|Person=3|Tense=Imp|VerbForm=Fin, Gender=Fem|Number=Plur|POS=VERB|Tense=Past|VerbForm=Part, Gender=Fem|Number=Sing|POS=PRON|Person=3|PronType=Prs, Gender=Masc|POS=NOUN, Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Past|VerbForm=Fin, Gender=Fem|Number=Plur|POS=PRON|PronType=Int, Gender=Masc|NumType=Ord|Number=Plur|POS=ADJ, Mood=Ind|Number=Plur|POS=AUX|Person=1|Tense=Fut|VerbForm=Fin, POS=PUNCT|PunctType=Colo, Gender=Masc|NumType=Card|POS=NUM, Gender=Masc|Number=Sing|POS=PRON|Person=3|PronType=Prs, Number=Sing|POS=PRON|PronType=Int, POS=PUNCT|PunctType=Quot, Mood=Imp|Number=Sing|POS=VERB|Person=3|VerbForm=Fin, Gender=Fem|Number=Sing|Number[psor]=Plur|POS=DET|Person=1|Poss=Yes|PronType=Prs, Gender=Masc|Number=Sing|Number[psor]=Plur|POS=DET|Person=1|Poss=Yes|PronType=Prs, Mood=Ind|Number=Plur|POS=VERB|Person=1|Tense=Fut|VerbForm=Fin, POS=AUX|VerbForm=Ger, Gender=Fem|Number=Plur|POS=PRON|Person=3|PronType=Prs, Mood=Imp|Number=Sing|POS=AUX|Person=3|VerbForm=Fin, Number=Plur|POS=PRON|PronType=Ind, Gender=Masc|Number=Sing|POS=PRON|PronType=Dem, Case=Acc,Dat|Number=Sing|POS=PRON|Person=2|Polite=Infm|PrepCase=Npr|PronType=Prs, Gender=Masc|Number=Plur|POS=PRON|PronType=Int, Mood=Ind|Number=Plur|POS=AUX|Person=1|Tense=Pres|VerbForm=Fin, NumForm=Digit|NumType=Frac|POS=NUM, POS=VERB, Gender=Fem|Number=Plur|POS=PRON|PronType=Dem, Gender=Fem|POS=NOUN, Case=Acc,Dat|Number=Sing|POS=PRON|Person=1|PrepCase=Npr|PronType=Prs, Mood=Sub|Number=Plur|POS=VERB|Person=2|Tense=Pres|VerbForm=Fin, Mood=Ind|Number=Plur|POS=AUX|Person=2|Tense=Fut|VerbForm=Fin, Mood=Sub|Number=Plur|POS=AUX|Person=1|Tense=Pres|VerbForm=Fin, Mood=Sub|Number=Plur|POS=AUX|Person=3|Tense=Imp|VerbForm=Fin, Number=Plur|POS=PRON|Person=1|PronType=Prs, Mood=Ind|Number=Sing|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin, Case=Nom|Number=Sing|POS=PRON|Person=2|Polite=Infm|PronType=Prs, POS=X, Mood=Cnd|Number=Plur|POS=AUX|Person=1|VerbForm=Fin, Number=Sing|POS=DET|PronType=Dem, POS=DET, Mood=Ind|Number=Sing|POS=VERB|Person=1|Tense=Fut|VerbForm=Fin, Mood=Ind|Number=Sing|POS=AUX|Person=1|Tense=Pres|VerbForm=Fin, POS=DET|PronType=Art, Gender=Masc|Number=Sing|POS=PRON|Person=3|Poss=Yes|PronType=Prs, NumType=Ord|Number=Sing|POS=ADJ, Gender=Fem|Number=Sing|POS=AUX|Tense=Past|VerbForm=Part, Number=Plur|Number[psor]=Plur|POS=DET|Person=1|Poss=Yes|PronType=Prs, Gender=Fem|Number=Plur|POS=AUX|Tense=Past|VerbForm=Part, Gender=Masc|Number=Plur|POS=AUX|Tense=Past|VerbForm=Part, Number=Plur|POS=PRON|PronType=Dem, Mood=Imp|Number=Plur|POS=VERB|Person=1|VerbForm=Fin, POS=PRON|PronType=Ind, Mood=Ind|Number=Sing|POS=VERB|Person=2|Tense=Pres|VerbForm=Fin, Mood=Imp|Number=Plur|POS=VERB|Person=3|VerbForm=Fin, Case=Nom|Number=Sing|POS=PRON|Person=1|PronType=Prs, Case=Acc|Number=Sing|POS=PRON|Person=1|PrepCase=Pre|PronType=Prs, Mood=Ind|Number=Sing|POS=AUX|Person=2|Tense=Pres|VerbForm=Fin, Mood=Ind|Number=Plur|POS=VERB|Person=1|Tense=Imp|VerbForm=Fin, POS=PUNCT|PunctSide=Fin|PunctType=Qest, NumForm=Digit|NumType=Ord|POS=ADJ, Case=Acc|POS=PRON|Person=3|PrepCase=Pre|PronType=Prs|Reflex=Yes, NumForm=Digit|NumType=Frac|POS=SYM, Mood=Ind|Number=Plur|POS=VERB|Person=2|Tense=Pres|VerbForm=Fin, Gender=Masc|Number=Sing|Number[psor]=Sing|POS=DET|Person=2|Poss=Yes|PronType=Prs, Gender=Masc|Number=Plur|POS=PRON|Person=3|Poss=Yes|PronType=Prs, Mood=Sub|Number=Plur|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin, POS=PUNCT|PunctSide=Ini|PunctType=Qest, NumType=Card|Number=Sing|POS=NUM, Foreign=Yes|POS=PRON|PronType=Int, Foreign=Yes|Mood=Ind|POS=VERB|VerbForm=Fin, Foreign=Yes|POS=ADP, Gender=Masc|Number=Sing|POS=PROPN, POS=PUNCT|PunctSide=Ini|PunctType=Excl, POS=PUNCT|PunctSide=Fin|PunctType=Excl, Mood=Cnd|Number=Sing|POS=AUX|Person=1|VerbForm=Fin, Number=Plur|POS=PRON|Person=2|Polite=Form|PronType=Prs, Mood=Sub|POS=AUX|Person=1|Tense=Imp|VerbForm=Fin, POS=PUNCT|PunctSide=Ini|PunctType=Comm, POS=PUNCT|PunctSide=Fin|PunctType=Comm, Number=Plur|POS=PRON|Person=2|PronType=Prs, Mood=Ind|Number=Plur|POS=AUX|Person=2|Tense=Pres|VerbForm=Fin, Case=Acc,Dat|Number=Plur|POS=PRON|Person=2|PronType=Prs, Mood=Cnd|Number=Sing|POS=VERB|Person=1|VerbForm=Fin, Mood=Cnd|Number=Plur|POS=VERB|Person=1|VerbForm=Fin, Mood=Ind|Number=Plur|POS=AUX|Person=1|Tense=Imp|VerbForm=Fin, Gender=Masc|Number=Plur|Number[psor]=Sing|POS=DET|Person=1|Poss=Yes|PronType=Prs, Definite=Ind|Gender=Masc|Number=Sing|POS=DET|PronType=Art, Number=Sing|POS=PRON|Person=2|Polite=Form|PronType=Prs, Gender=Masc|Number=Sing|Number[psor]=Sing|POS=DET|Person=1|Poss=Yes|PronType=Prs, Mood=Ind|Number=Sing|POS=VERB|Person=1|Tense=Imp|VerbForm=Fin, POS=VERB|Tense=Past|VerbForm=Part, Mood=Imp|Number=Plur|POS=AUX|Person=3|VerbForm=Fin, Case=Nom|POS=PRON|Person=3|PronType=Prs, Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Past|VerbForm=Fin, Gender=Fem|Number=Sing|POS=PRON|Person=3|Poss=Yes|PronType=Prs, Gender=Masc|Number=Sing|POS=PRON|PronType=Rel, Definite=Ind|Number=Sing|POS=DET|PronType=Art, Gender=Masc|Number=Sing|Number[psor]=Plur|POS=PRON|Person=1|Poss=Yes|PronType=Prs, Number=Plur|Number[psor]=Plur|POS=PRON|Person=1|Poss=Yes|PronType=Prs, POS=AUX|Tense=Past|VerbForm=Part, Gender=Fem|NumType=Card|POS=NUM, Mood=Ind|Number=Sing|POS=AUX|Person=1|Tense=Imp|VerbForm=Fin, Mood=Sub|Number=Sing|POS=VERB|Person=1|Tense=Imp|VerbForm=Fin, Gender=Fem|Number=Plur|POS=PRON|Person=3|Poss=Yes|PronType=Prs, Mood=Ind|Number=Sing|POS=AUX|Person=1|Tense=Fut|VerbForm=Fin, Mood=Ind|Number=Plur|POS=AUX|Person=3|Tense=Past|VerbForm=Fin, AdvType=Tim|Degree=Cmp|POS=ADV, Case=Acc|Number=Sing|POS=PRON|Person=2|Polite=Infm|PrepCase=Pre|PronType=Prs, POS=DET|PronType=Rel, Definite=Ind|Gender=Fem|Number=Plur|POS=DET|PronType=Art, Mood=Ind|Number=Plur|POS=VERB|Person=2|Tense=Fut|VerbForm=Fin, POS=INTJ, Mood=Sub|Number=Sing|POS=AUX|Person=1|Tense=Pres|VerbForm=Fin, POS=VERB|VerbForm=Fin, Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Past|VerbForm=Fin, Definite=Ind|Gender=Fem|Number=Sing|POS=DET|PronType=Art, Mood=Sub|Number=Plur|POS=AUX|Person=1|Tense=Imp|VerbForm=Fin, Gender=Fem|Number=Sing|Number[psor]=Sing|POS=PRON|Person=3|Poss=Yes|PronType=Prs, Mood=Sub|Number=Sing|POS=VERB|Person=2|Tense=Pres|VerbForm=Fin, Case=Acc|POS=PRON|Person=3|PronType=Prs|Reflex=Yes, Foreign=Yes|POS=NOUN, Foreign=Yes|Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin, Foreign=Yes|Gender=Masc|Number=Sing|POS=PRON|Person=3|PronType=Prs, Foreign=Yes|POS=SCONJ, Foreign=Yes|Gender=Fem|Number=Sing|POS=DET|PronType=Art, Gender=Masc|POS=SYM, Gender=Fem|Number=Sing|Number[psor]=Sing|POS=DET|Person=2|Poss=Yes|PronType=Prs, Number=Sing|POS=DET|Person=3|Poss=Yes|PronType=Prs, Gender=Masc|Number=Plur|Number[psor]=Sing|POS=DET|Person=2|Poss=Yes|PronType=Prs, Gender=Fem|Number=Sing|POS=PROPN, Mood=Sub|Number=Plur|POS=VERB|Person=1|Tense=Imp|VerbForm=Fin, Definite=Def|Foreign=Yes|Gender=Masc|Number=Sing|POS=DET|PronType=Art, Foreign=Yes|POS=VERB, Foreign=Yes|POS=ADJ, Foreign=Yes|POS=DET, Foreign=Yes|POS=ADV, POS=PUNCT|PunctSide=Fin|Punta d'aignctType=Brck, Degree=Cmp|POS=ADJ, AdvType=Tim|POS=SYM, Number=Plur|POS=DET|PronType=Dem, Mood=Ind|Number=Sing|POS=VERB|Person=2|Tense=Fut|VerbForm=Fin | 
parser | 
ROOT, acl, advcl, advmod, amod, appos, aux, case, cc, ccomp, compound, conj, cop, csubj, dep, det, expl:pass, fixed, flat, iobj, mark, nmod, nsubj, nummod, obj, obl, parataxis, punct, xcomp | 
ner | 
LOC, MISC, ORG, PER | 
Accuracy
| Type | Score | 
|---|---|
TOKEN_ACC | 
99.93 | 
TOKEN_P | 
99.78 | 
TOKEN_R | 
99.79 | 
TOKEN_F | 
99.79 | 
POS_ACC | 
99.19 | 
MORPH_ACC | 
99.01 | 
MORPH_MICRO_P | 
99.74 | 
MORPH_MICRO_R | 
99.49 | 
MORPH_MICRO_F | 
99.62 | 
SENTS_P | 
99.47 | 
SENTS_R | 
99.30 | 
SENTS_F | 
99.39 | 
DEP_UAS | 
95.23 | 
DEP_LAS | 
93.67 | 
TAG_ACC | 
99.19 | 
LEMMA_ACC | 
98.19 | 
ENTS_P | 
92.26 | 
ENTS_R | 
91.39 | 
ENTS_F | 
91.83 | 
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Evaluation results
- NER Precisionself-reported0.923
 - NER Recallself-reported0.914
 - NER F Scoreself-reported0.918
 - TAG (XPOS) Accuracyself-reported0.992
 - POS (UPOS) Accuracyself-reported0.992
 - Morph (UFeats) Accuracyself-reported0.990
 - Lemma Accuracyself-reported0.982
 - Unlabeled Attachment Score (UAS)self-reported0.952
 - Labeled Attachment Score (LAS)self-reported0.937
 - Sentences F-Scoreself-reported0.994