### Apache Airflow version

2.7.0

### What happened

When upgrading apache-airflow-providers-elasticsearch to the newest provider (5.0.1), Airflow is unable to spin up. The scheudler and airflow-migrations both crash on following error:

```console
....................
ERROR! Maximum number of retries (20) reached.

Last check result:
$ airflow db check
Unable to load the config, contains a configuration error.
Traceback (most recent call last):
  File "/usr/local/lib/python3.11/logging/config.py", line 573, in configure
    handler = self.configure_handler(handlers[name])
              ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/usr/local/lib/python3.11/logging/config.py", line 758, in configure_handler
    result = factory(**kwargs)
             ^^^^^^^^^^^^^^^^^
  File "/home/airflow/.local/lib/python3.11/site-packages/airflow/providers/elasticsearch/log/es_task_handler.py", line 110, in __init__
    self.client = elasticsearch.Elasticsearch(host, **es_kwargs)  # type: ignore[attr-defined]
                  ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
TypeError: Elasticsearch.__init__() got an unexpected keyword argument 'use_ssl'

The above exception was the direct cause of the following exception:

Traceback (most recent call last):
  File "/home/airflow/.local/bin/airflow", line 5, in <module>
    from airflow.__main__ import main
  File "/home/airflow/.local/lib/python3.11/site-packages/airflow/__init__.py", line 68, in <module>
    settings.initialize()
  File "/home/airflow/.local/lib/python3.11/site-packages/airflow/settings.py", line 524, in initialize
    LOGGING_CLASS_PATH = configure_logging()
                         ^^^^^^^^^^^^^^^^^^^
  File "/home/airflow/.local/lib/python3.11/site-packages/airflow/logging_config.py", line 74, in configure_logging
    raise e
  File "/home/airflow/.local/lib/python3.11/site-packages/airflow/logging_config.py", line 69, in configure_logging
    dictConfig(logging_config)
  File "/usr/local/lib/python3.11/logging/config.py", line 823, in dictConfig
    dictConfigClass(config).configure()
  File "/usr/local/lib/python3.11/logging/config.py", line 580, in configure
    raise ValueError('Unable to configure handler '
ValueError: Unable to configure handler 'task'
Exception ignored in atexit callback: <function shutdown at 0x7fb5255f22a0>
Traceback (most recent call last):
  File "/usr/local/lib/python3.11/logging/__init__.py", line 2193, in shutdown
    h.close()
  File "/home/airflow/.local/lib/python3.11/site-packages/airflow/providers/elasticsearch/log/es_task_handler.py", line 396, in close
    if not self.mark_end_on_close or getattr(self, "ctx_task_deferred", None):
           ^^^^^^^^^^^^^^^^^^^^^^
AttributeError: 'ElasticsearchTaskHandler' object has no attribute 'mark_end_on_close'
2023-09-05T06:04:58.154163010Z
```

### What you think should happen instead

Deploy Airflow without any crashing schedulers

### How to reproduce

I'm currently running airflow on version 2.7.0 on AKS. I'm trying to upgrade elasticsearch to package 5.0.1.

Following config is present for elasticsearch:

```
    [elasticsearch]

  frontend = https://*redacted*.kb.westeurope.azure.elastic-cloud.com/app/discover#/?_a=(columns:!(message),filters:!(),index:'6551970b-aa72-4e2a-b255-d296a6fcdc09',interval:auto,query:(language:kuery,query:'log_id:"{log_id}"'),sort:!(log.offset,asc))&amp;_g=(filters:!(),refreshInterval:(pause:!t,value:0),time:(from:now-1m,to:now))

    json_format = True

    log_id_template = {dag_id}_{task_id}_{execution_date}_{try_number}

    [elasticsearch_configs]

    max_retries = 3

    retry_timeout = True

    timeout = 30
```




### Operating System

Debian GNU/Linux 11 (bullseye)

### Versions of Apache Airflow Providers

apache-airflow-providers-cncf-kubernetes==7.4.2
apache-airflow-providers-docker==3.7.4
apache-airflow-providers-microsoft-azure==4.3.0
apache-airflow-providers-elasticsearch==5.0.1

### Deployment

Official Apache Airflow Helm Chart

### Deployment details

_No response_

### Anything else

_No response_

### Are you willing to submit PR?

- [ ] Yes I am willing to submit a PR!

### Code of Conduct

- [X] I agree to follow this project's [Code of Conduct](https://github.com/apache/airflow/blob/main/CODE_OF_CONDUCT.md)

self,
        base_log_folder: str,
        end_of_log_mark: str,
        write_stdout: bool,
        json_format: bool,
        json_fields: str,
        host_field: str = "host",
        offset_field: str = "offset",
        host: str = "http://localhost:9200",
        frontend: str = "localhost:5601",
        index_patterns: str | None = conf.get("elasticsearch", "index_patterns", fallback="_all"),
        es_kwargs: dict | None = conf.getsection("elasticsearch_configs"),
        *,
        filename_template: str | None = None,
        log_id_template: str | None = None,
    ):
        es_kwargs = es_kwargs or {}