{"id":"W2919900341","doi":"10.1097/acm.0000000000002551","title":"Strategies for Educational Exposure to Acute Care in Longitudinal Clerkships","year":2019,"lang":"en","type":"letter","venue":"Academic Medicine","topic":"Innovations in Medical Education","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dystonia Medical Research Foundation Canada; University of Toronto","funders":"","keywords":"Medicine; Ambulatory; Ambulatory care; Emergency department; Acute care; Family medicine; Emergency medicine; Longitudinal study; Outpatient clinic; Decompensation; Internal medicine; Health care; Nursing","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01007179,0.001079418,0.0008181413,0.001088689,0.003068431,0.004933793,0.004607092,0.02015278,0.01644275],"category_scores_gemma":[0.05859012,0.0007419739,0.0009276024,0.0005816959,0.002729518,0.007207734,0.004091636,0.01782255,0.004954832],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002502796,"about_ca_system_score_gemma":0.005070356,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001192974,"about_ca_topic_score_gemma":0.004195782,"domain_scores_codex":[0.9936094,0.002531863,0.0005978228,0.0005074645,0.001992895,0.0007605878],"domain_scores_gemma":[0.9510179,0.02166971,0.003150834,0.001196549,0.00950422,0.01346079],"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":[0.00006726789,0.0003118946,0.00106523,0.0003734973,0.00001813869,0.0007113937,0.0004849474,0.00006078625,0.0001092063,0.001137585,0.9410076,0.05465254],"study_design_scores_gemma":[0.0002542799,0.0003647092,0.004492899,0.001600721,0.00006917133,0.001812986,0.001362952,0.0005305536,0.0004043262,0.002957903,0.9860686,0.00008082352],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.002181882,0.007823983,0.001001125,0.8228657,0.1615657,0.00009354516,0.00003874329,0.0002299942,0.004199314],"genre_scores_gemma":[0.01984421,0.00960736,0.002579492,0.5676959,0.3909181,0.0003015623,0.0000755557,0.000135858,0.008841936],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.02015278,"threshold_uncertainty_score":0.05500644,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04791969723751428,"score_gpt":0.3942671506374714,"score_spread":0.3463474533999572,"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."}}