{"id":"W3102288421","doi":"10.1097/acm.0000000000003842","title":"Learner Handover: Who Is It Really For?","year":2020,"lang":"en","type":"article","venue":"Academic Medicine","topic":"Hospital Admissions and Outcomes","field":"Medicine","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"Medical Council of Canada; Western University; The Wilson Centre; University of Ottawa","funders":"","keywords":"Handover; Competence (human resources); Psychology; Perception; Gossip; Medical education; Computer science; Pedagogy; Social psychology; Medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002570297,0.0001881194,0.0005659373,0.0000592365,0.00007012273,0.00000287917,0.0001603554,0.0002375583,0.002042815],"category_scores_gemma":[0.001667025,0.0001205077,0.0000968985,0.0002252645,0.0001088618,0.00006201723,0.00005525941,0.0006133022,0.0001621564],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002950374,"about_ca_system_score_gemma":0.00009838079,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002084889,"about_ca_topic_score_gemma":4.300692e-7,"domain_scores_codex":[0.9984993,0.00001584948,0.0004418004,0.0003454455,0.0003763984,0.0003211831],"domain_scores_gemma":[0.9987361,0.0001723652,0.00009646206,0.000202284,0.00008796711,0.0007048123],"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":[0.0002638269,0.000006296331,0.01545947,0.0001903107,0.00006708774,0.00002752383,0.007063693,3.924141e-7,0.00401117,0.001915921,0.964009,0.006985278],"study_design_scores_gemma":[0.005220777,0.001407377,0.003727847,0.0005512912,0.0002360812,0.00003632216,0.001959001,0.0007269285,0.001858724,0.0005920741,0.9834977,0.0001858569],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.09799571,0.002535517,0.003321511,0.8604438,0.0003283244,0.0008890196,0.00001383711,0.0001530119,0.03431924],"genre_scores_gemma":[0.7040883,0.002119903,0.0003849488,0.2297099,0.002648843,0.00002761648,0.0000448263,0.0000503788,0.06092537],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.630734,"threshold_uncertainty_score":0.9988695,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07094283683053458,"score_gpt":0.3643541219708752,"score_spread":0.2934112851403406,"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."}}