{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007350616,0.0008567668,0.001210037,0.006273305,0.001246344,0.005110547,0.002534161,0.005843242,0.03466454],"category_scores_gemma":[0.0403451,0.0005464335,0.0009988853,0.005748993,0.001648102,0.008280172,0.004943377,0.008409724,0.01390073],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00495732,"about_ca_system_score_gemma":0.007811397,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005252141,"about_ca_topic_score_gemma":0.01466394,"domain_scores_codex":[0.9957541,0.001150358,0.0007745423,0.0004084343,0.001573142,0.0003393365],"domain_scores_gemma":[0.9601604,0.0185297,0.002575615,0.001018913,0.01350127,0.004214253],"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":[0.00003768497,0.00005740872,0.0002397692,0.002144471,0.00001317073,0.00008507518,0.0002305168,0.0001132976,0.00009042096,0.005222462,0.5903202,0.4014456],"study_design_scores_gemma":[0.000004952259,0.00001257452,0.0002431672,0.002772048,0.000007391119,0.0001375586,0.00008718877,0.00001597863,0.00002247307,0.0005247703,0.9961641,0.000007834666],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.0009898266,0.6439682,0.001573534,0.1884199,0.1009889,0.0001495618,0.001380892,0.0004706389,0.06205867],"genre_scores_gemma":[0.006853843,0.774628,0.003528002,0.09148633,0.08263318,0.000290443,0.00247816,0.0003001952,0.03780191],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03466454,"threshold_uncertainty_score":0.1159645,"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."}}