{"id":"W4407115846","doi":"10.1080/0142159x.2025.2459361","title":"Clinical learning environments: Updates","year":2025,"lang":"en","type":"article","venue":"Medical Teacher","topic":"Innovations in Medical Education","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Foothills Medical Centre; University of Calgary; McMaster University","funders":"","keywords":"Medical education; Psychology; Computer science; Medicine","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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001846654,0.0001016476,0.0002473647,0.0001081725,0.00007979857,0.000008394007,0.0001388384,0.0003173098,0.01235877],"category_scores_gemma":[0.009389732,0.00008170333,0.00007924509,0.0003269311,0.000321265,0.00003641444,0.00007543757,0.001321975,0.0004996072],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009546524,"about_ca_system_score_gemma":0.0002291092,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006394836,"about_ca_topic_score_gemma":4.039123e-7,"domain_scores_codex":[0.99825,0.0001422133,0.0005236362,0.000268515,0.0005981185,0.000217523],"domain_scores_gemma":[0.9994566,0.00004949791,0.00005556082,0.0002712292,0.00002956935,0.0001375535],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002495236,0.000619668,0.5153912,0.0000286874,0.00008307813,0.00001632257,0.00007116,3.472153e-7,0.00001494156,0.001436061,0.134305,0.3480085],"study_design_scores_gemma":[0.001177841,0.00006801066,0.05268658,0.0001740335,0.00006934359,0.00001072797,0.0002597693,0.004721749,0.00002008321,0.0002601649,0.9404698,0.00008188348],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8380826,0.000342889,0.01031919,0.04521986,0.001467496,0.0002766035,1.181287e-7,0.0001578756,0.1041334],"genre_scores_gemma":[0.8561494,0.0001788806,0.001710429,0.01197175,0.0009504064,0.00004680151,0.00008538469,0.00002167964,0.1288853],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8061648,"threshold_uncertainty_score":0.9989546,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01978577418894665,"score_gpt":0.4043842183131675,"score_spread":0.3845984441242208,"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."}}