{"id":"W4403092524","doi":"10.1371/journal.pone.0308100","title":"Impacts of resident physician unionization on house staff compensation","year":2024,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute of Neurological Disorders and Stroke; Banting Research Foundation; National Institute of General Medical Sciences; Canadian Institutes of Health Research; National Institutes of Health; Yale University","keywords":"House staff; Compensation (psychology); Workers' compensation; Medicine; Family medicine; Gerontology; Psychology; Social psychology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"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":[0.003123415,0.0002202031,0.0002130299,0.0009043804,0.0006063559,0.0009646215,0.0005886489,0.0004423859,0.006409804],"category_scores_gemma":[0.01645009,0.0001545793,0.0005638879,0.0009029619,0.0006328702,0.0004656658,0.001706965,0.0007349727,0.0003834402],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001672215,"about_ca_system_score_gemma":0.002107461,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01507484,"about_ca_topic_score_gemma":0.01552467,"domain_scores_codex":[0.9951358,0.0022903,0.0002606734,0.000330615,0.0008857958,0.001096865],"domain_scores_gemma":[0.9831307,0.00405302,0.008795282,0.0003848761,0.001117615,0.002518578],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001444654,0.0001137979,0.992743,0.00001889155,0.00006948946,0.00004895059,0.00009080204,0.0002735637,0.0000470261,0.00009466035,0.0003749517,0.005980449],"study_design_scores_gemma":[0.000005872547,0.0001617451,0.9985412,0.00003069626,0.00002987991,0.00007853246,0.0004144612,0.0002682714,0.0000522296,0.00004202217,0.0003722157,0.000002788046],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9970639,0.0006277524,0.0001066855,0.0006544191,0.0000192543,0.000007380573,0.0001926747,0.000007169273,0.001320622],"genre_scores_gemma":[0.9994503,0.0001161189,0.00004872264,0.00007935989,0.00002283112,0.0000052435,0.0001074747,0.000002208662,0.0001677338],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01507484,"threshold_uncertainty_score":0.02997422,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05774006713325144,"score_gpt":0.2778397479196116,"score_spread":0.2200996807863602,"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."}}