{"id":"W4220916424","doi":"10.2196/34283","title":"Resilience in 2021—Descriptive Analysis of Individuals Accessing Virtual Mental Health Services: Retrospective Observational Study","year":2022,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Resilience and Mental Health","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Washington; Massachusetts General Hospital","keywords":"Anxiety; Observational study; Mental health; Depression (economics); Psychopathology; Baseline (sea); Psychological resilience; Psychology; Clinical psychology; Medicine; Suicidal ideation; Psychiatry; Suicide prevention; Poison control; Environmental health; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001129777,0.0002583949,0.0004295951,0.001234718,0.0009709437,0.0007762593,0.0005079817,0.0005450108,0.001104575],"category_scores_gemma":[0.002643469,0.0004850243,0.0007048314,0.001490154,0.0004665222,0.00118475,0.001293463,0.00106012,0.0003099881],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007472574,"about_ca_system_score_gemma":0.0006986614,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01126942,"about_ca_topic_score_gemma":0.01410755,"domain_scores_codex":[0.9992546,0.0001598608,0.0001252091,0.0001675189,0.0001329655,0.0001597861],"domain_scores_gemma":[0.9978537,0.0002137671,0.001197722,0.0001503947,0.0001504682,0.0004338603],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003739811,0.00006041344,0.9988919,0.00001090657,0.00002134147,0.00006822668,0.0003381423,0.00001615977,0.00004324848,0.00001056883,0.00007602748,0.0004257266],"study_design_scores_gemma":[0.000003028904,0.0001380726,0.9976025,0.00001526745,0.00001423865,0.000218018,0.001755153,0.0000773689,0.00001999056,0.00001208131,0.0001387503,0.000005541836],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992606,0.00008026205,0.0000437436,0.00002645578,0.000002647053,0.00002490042,0.0004251269,0.000001575578,0.0001347658],"genre_scores_gemma":[0.9993109,0.00007399989,0.00007033524,0.00003610224,0.000004499148,0.00003803104,0.000408643,0.000001424179,0.0000560886],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01126942,"threshold_uncertainty_score":0.02240765,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1490163387339959,"score_gpt":0.5255423653934694,"score_spread":0.3765260266594735,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}