{"id":"W3090218813","doi":"10.1176/appi.ps.72304","title":"Frontline Redeployment of Psychiatry Residents During the COVID-19 Pandemic","year":2020,"lang":"en","type":"article","venue":"Psychiatric Services","topic":"COVID-19 and healthcare impacts","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute of Mental Health","keywords":"Coronavirus disease 2019 (COVID-19); Pandemic; Psychological intervention; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Intensive care; Medicine; Intensive care unit; Psychology; Psychiatry; Family medicine; Internal medicine","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003405835,0.0002339604,0.0004337449,0.0001473928,0.0002218395,0.00002162606,0.0003795936,0.0001299621,0.0002581287],"category_scores_gemma":[0.0001244365,0.0001624978,0.0001786545,0.000754278,0.00004327664,0.00008529572,0.0001053689,0.0003463929,0.00005821991],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001477653,"about_ca_system_score_gemma":0.0008606819,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004140518,"about_ca_topic_score_gemma":0.001947949,"domain_scores_codex":[0.9978124,0.00009781723,0.0006756607,0.0004335505,0.0005927356,0.0003877876],"domain_scores_gemma":[0.9981213,0.0001294678,0.0003547514,0.0005537017,0.00008875841,0.0007520838],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001093793,0.0001258366,0.9867306,0.0052333,0.00009764173,0.000007592725,0.001876043,0.00003897078,0.0003417891,0.00008955946,0.00415407,0.0002107405],"study_design_scores_gemma":[0.00435347,0.0005342801,0.9735029,0.00007369772,0.0002949245,0.00007729299,0.001478414,0.0002211145,0.00005160327,0.0007383338,0.01844862,0.0002252973],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8007225,0.008085283,0.00006417769,0.1892993,0.0006175601,0.0006607585,0.00002867395,0.0002004525,0.0003213026],"genre_scores_gemma":[0.9207674,0.001115752,0.0007038945,0.07594803,0.001286701,0.00001885847,0.00001633016,0.00003899269,0.0001041012],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1200448,"threshold_uncertainty_score":0.6626469,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06252404945311328,"score_gpt":0.3739634183238272,"score_spread":0.3114393688707139,"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."}}