{"id":"W4381136639","doi":"10.1097/acm.0000000000005301","title":"How Theory Can Inform Practice: A Case of Easing Transition Into Residency","year":2023,"lang":"en","type":"article","venue":"Academic Medicine","topic":"Innovations in Medical Education","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Transition (genetics); Residency training; Medical education; Psychology; MEDLINE; Medicine; Political science; Continuing education","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":[0.02008614,0.001086946,0.000842597,0.002426081,0.02397852,0.01290875,0.003534239,0.01652671,0.00600112],"category_scores_gemma":[0.03567479,0.0009301216,0.001575637,0.001774692,0.05080888,0.01154731,0.0196461,0.02021763,0.001606794],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01021014,"about_ca_system_score_gemma":0.01134231,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006816061,"about_ca_topic_score_gemma":0.01421517,"domain_scores_codex":[0.9740801,0.02000116,0.0004510191,0.001128321,0.002126536,0.002212826],"domain_scores_gemma":[0.9746087,0.01701638,0.001167628,0.001967121,0.001177607,0.00406256],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001193201,0.0003293655,0.002565149,0.0002158369,0.00002895245,0.0497809,0.4711276,0.001584245,0.0008156117,0.4240088,0.02385847,0.02556579],"study_design_scores_gemma":[0.0001036508,0.0002328649,0.000962833,0.0009074814,0.00004437762,0.02891183,0.323205,0.005166102,0.001067805,0.2571311,0.3821453,0.0001216887],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.192312,0.005051248,0.1042441,0.4413229,0.003790122,0.0005652755,0.0001260239,0.0003985107,0.2521898],"genre_scores_gemma":[0.8963706,0.001853332,0.05542247,0.02142473,0.0004609141,0.0004039501,0.00006629912,0.0002296503,0.02376809],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02397852,"threshold_uncertainty_score":0.1062269,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03487913977894502,"score_gpt":0.4058861958846806,"score_spread":0.3710070561057355,"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."}}