{"id":"W7019134674","doi":"","title":"Evolving Roles and Needs of Psychiatry Chief Residents During the COVID-19 Pandemic and Beyond","year":2023,"lang":"en","type":"article","venue":"DOAJ (DOAJ: Directory of Open Access Journals)","topic":"COVID-19 and Mental Health","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Pandemic; Perspective (graphical); Health care; Coronavirus disease 2019 (COVID-19); Work (physics); Public health; Mental health","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.006576036,0.0004421557,0.0005557606,0.001077943,0.01046554,0.004245766,0.002390308,0.003826179,0.006878176],"category_scores_gemma":[0.01600469,0.000744584,0.000505604,0.0009140644,0.003917977,0.005316405,0.01015368,0.006527071,0.001018525],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009512492,"about_ca_system_score_gemma":0.02913421,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0448633,"about_ca_topic_score_gemma":0.1424842,"domain_scores_codex":[0.9931958,0.002260235,0.000302432,0.0003664348,0.0009980209,0.00287713],"domain_scores_gemma":[0.9767243,0.00153356,0.001705545,0.0002192578,0.002518489,0.01729896],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"qualitative","study_design_scores_codex":[0.0003988275,0.0005997603,0.1380409,0.001637641,0.0001222288,0.0106477,0.3154893,0.0005406706,0.001636611,0.009788334,0.340641,0.1804571],"study_design_scores_gemma":[0.00007416121,0.0004484435,0.1219006,0.00277761,0.00003483489,0.004651818,0.7125564,0.0005918027,0.0003066182,0.0051833,0.1512817,0.0001926381],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4853848,0.0144155,0.0006858341,0.4753524,0.004993729,0.0001330349,0.0005255362,0.0001022258,0.01840694],"genre_scores_gemma":[0.9135424,0.01319566,0.002190671,0.06229697,0.00278782,0.0002636818,0.0004026123,0.0000947996,0.005225356],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0448633,"threshold_uncertainty_score":0.08920431,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.254418488534199,"score_gpt":0.5837070426200325,"score_spread":0.3292885540858335,"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."}}