{"id":"W4200330353","doi":"10.1097/ana.0000000000000808","title":"Hopelessness in New York State Physicians During the First Wave of the COVID-19 Outbreak","year":2021,"lang":"en","type":"article","venue":"Journal of Neurosurgical Anesthesiology","topic":"COVID-19 and Mental Health","field":"Psychology","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Columbia College","funders":"","keywords":"Triage; Mental health; Outbreak; Public health; Occupational safety and health; Work (physics); Suicide prevention","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001214603,0.000132691,0.0001529217,0.0005815227,0.0008430463,0.0008299351,0.0002789927,0.0003520719,0.001477964],"category_scores_gemma":[0.007114015,0.0001574738,0.0002129645,0.0004015913,0.0005305171,0.0005064884,0.001058438,0.000803814,0.00009376906],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001224966,"about_ca_system_score_gemma":0.001066092,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03439233,"about_ca_topic_score_gemma":0.05900207,"domain_scores_codex":[0.9994357,0.000183716,0.00004423985,0.00006267037,0.0001176568,0.0001559537],"domain_scores_gemma":[0.9942688,0.0006769781,0.00321621,0.0001187594,0.00041429,0.001304978],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000073986,0.00005260928,0.9925202,0.00001393304,0.0000211172,0.0001071846,0.003216464,0.00003819742,0.0001875068,0.00002463129,0.0007324284,0.003011692],"study_design_scores_gemma":[0.000003069898,0.00005715986,0.9963289,0.00001715503,0.000003892037,0.00005041483,0.003119186,0.00009066296,0.00002742115,0.00001152417,0.000286733,0.000003934251],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9989426,0.0001014516,0.00002494987,0.0005144943,0.00001137397,0.000009399757,0.00008457902,0.000001932066,0.000309148],"genre_scores_gemma":[0.9995796,0.00008273964,0.00003164313,0.0001019747,0.00001243583,0.000007257978,0.00008901371,5.861252e-7,0.00009478749],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03439233,"threshold_uncertainty_score":0.06838429,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0710952241210031,"score_gpt":0.3392284198678829,"score_spread":0.2681331957468798,"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."}}