{"id":"W2921098483","doi":"10.5206/uwomj.v82i2.4557","title":"Tides of change","year":2014,"lang":"en","type":"article","venue":"University of Western Ontario Medical Journal","topic":"Hospital Admissions and Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Duty; Sleep deprivation; Medicine; Work (physics); Task (project management); Task force; Work hours; Political science; Family medicine; Medical education; Psychology; Public administration; Psychiatry; Management; Engineering; Law","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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":[0.04692855,0.001104502,0.001679827,0.002327125,0.01069735,0.0207847,0.004251933,0.01190557,0.02373111],"category_scores_gemma":[0.0662991,0.0005053303,0.002096356,0.002168513,0.01636373,0.01561517,0.01076937,0.02433944,0.005330251],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02119744,"about_ca_system_score_gemma":0.0527554,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03161891,"about_ca_topic_score_gemma":0.04296197,"domain_scores_codex":[0.9622127,0.01437002,0.002398327,0.003833247,0.0114934,0.005692256],"domain_scores_gemma":[0.9446995,0.0150766,0.002073205,0.004027802,0.01794315,0.0161799],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001782112,0.0002298908,0.003801988,0.001711433,0.0001343203,0.000586984,0.01071948,0.0006205444,0.0009134017,0.3158415,0.4975378,0.1677245],"study_design_scores_gemma":[0.00003221899,0.0001166609,0.002836173,0.0011919,0.00002033373,0.0001601979,0.01196873,0.0002445296,0.0001555198,0.06716939,0.9160368,0.00006756582],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"editorial","genre_scores_codex":[0.004210199,0.01305425,0.003947089,0.9322864,0.01822816,0.0000962128,0.0003405043,0.0002325084,0.02760471],"genre_scores_gemma":[0.2191235,0.03682033,0.01986926,0.670745,0.01268557,0.0005806393,0.0008289769,0.0005272889,0.03881951],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.04692855,"threshold_uncertainty_score":0.2481849,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03270816366260492,"score_gpt":0.2480204380840078,"score_spread":0.2153122744214029,"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."}}