{"id":"W4385726261","doi":"10.1097/acm.0000000000005433","title":"Having a Bad Day Is Not an Option: Learner Perspectives on Learner Handover","year":2023,"lang":"en","type":"article","venue":"Academic Medicine","topic":"Hospital Admissions and Outcomes","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Medical Council of Canada; CARE Canada; University of Ottawa","funders":"","keywords":"Confidentiality; Scrutiny; Handover; Psychology; Medical education; Gossip; Perspective (graphical); Grounded theory; Process (computing); Qualitative research; Pedagogy; Computer science; Social psychology; Medicine; Sociology; Political science","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":["insufficient_payload"],"category_scores_codex":[0.0008173821,0.0002731834,0.0005321944,0.0003439805,0.0001758297,0.000008632937,0.0001905068,0.0003049221,0.002945198],"category_scores_gemma":[0.001346978,0.0001758798,0.00009738159,0.000603498,0.0002224926,0.000164236,0.00008042806,0.001189399,0.001045117],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000782449,"about_ca_system_score_gemma":0.00007930349,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000525029,"about_ca_topic_score_gemma":0.000001123891,"domain_scores_codex":[0.9977201,0.00007975925,0.0004048078,0.0005939462,0.0007331748,0.0004681759],"domain_scores_gemma":[0.9985421,0.0002411205,0.00009818129,0.0004772077,0.0000971058,0.0005443092],"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":[0.001459161,0.0002761623,0.1386417,0.0003311662,0.000536844,0.001118636,0.2276787,0.00007232599,0.07662474,0.02715098,0.428538,0.09757157],"study_design_scores_gemma":[0.01209285,0.004917681,0.4214975,0.002858241,0.0005512996,0.0002355714,0.08462797,0.003776253,0.005559187,0.001494853,0.4613425,0.001046136],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.917625,0.0007873009,0.0001000813,0.0704212,0.0004870085,0.0003709994,0.000004855798,0.0003742547,0.00982932],"genre_scores_gemma":[0.8947507,0.001571168,0.00005869512,0.009064924,0.001714094,0.00002041126,0.00003704273,0.00005242443,0.09273053],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2828557,"threshold_uncertainty_score":0.9997327,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05523372959552505,"score_gpt":0.3729755388033794,"score_spread":0.3177418092078544,"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."}}