{"id":"W2316186577","doi":"10.1097/sla.0000000000001627","title":"Improving Ward-based Patient Care","year":2016,"lang":"en","type":"article","venue":"Annals of Surgery","topic":"Hospital Admissions and Outcomes","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; St Mary's Hospital Centre","funders":"","keywords":"Apprenticeship; Medicine; Medical education; Health care; Task (project management); Multitude; Nursing","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":[0.01175246,0.0009038597,0.001150694,0.001735111,0.004461546,0.01039189,0.00464703,0.003806506,0.05082499],"category_scores_gemma":[0.04582397,0.0005168563,0.001449786,0.001980789,0.00260842,0.006780501,0.01394463,0.008453265,0.01891167],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006247994,"about_ca_system_score_gemma":0.01659157,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005348758,"about_ca_topic_score_gemma":0.009334613,"domain_scores_codex":[0.9878837,0.004798805,0.001096433,0.001009726,0.003977556,0.001233843],"domain_scores_gemma":[0.9667197,0.003322563,0.002897266,0.00269351,0.009928811,0.0144381],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.00005792833,0.0004585133,0.009844989,0.0007975237,0.0001575998,0.0003354866,0.003116079,0.0005762811,0.0004165243,0.02698683,0.6131244,0.3441277],"study_design_scores_gemma":[0.0001157613,0.0004866782,0.02165954,0.003572518,0.00009570256,0.0009627649,0.006717847,0.0009596162,0.0003576841,0.03549686,0.9294603,0.0001146619],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.01982952,0.04552108,0.0474503,0.5803422,0.02762656,0.0007365532,0.001216311,0.002664767,0.2746127],"genre_scores_gemma":[0.3162976,0.08871864,0.1929584,0.2841196,0.02605261,0.001669997,0.00458345,0.002300156,0.08329955],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.05082499,"threshold_uncertainty_score":0.1700265,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1154115515026799,"score_gpt":0.323903630651971,"score_spread":0.2084920791492911,"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."}}