{"id":"W4406363421","doi":"10.36834/cmej.79360","title":"Inclusive learning environments in medicine: a protocol on scoping what we know","year":2025,"lang":"en","type":"article","venue":"Canadian Medical Education Journal","topic":"Innovations in Medical Education","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Sherbrooke","funders":"Université de Sherbrooke","keywords":"Protocol (science); Computer science; Need to know; Medicine; Alternative medicine; Computer security","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"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":[0.1854997,0.005748278,0.01099501,0.02046679,0.007668368,0.01184248,0.005846124,0.01652752,0.06062355],"category_scores_gemma":[0.2422207,0.006103605,0.01546275,0.01805997,0.007674048,0.01195394,0.01393932,0.01314729,0.01807037],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01473148,"about_ca_system_score_gemma":0.09289978,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006396074,"about_ca_topic_score_gemma":0.008546185,"domain_scores_codex":[0.8106677,0.09178637,0.07126099,0.00593672,0.0136691,0.006679043],"domain_scores_gemma":[0.7992396,0.09172856,0.02109611,0.02384805,0.05833788,0.005749768],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","study_design_scores_codex":[0.01190284,0.001330554,0.001687565,0.5443326,0.001983284,0.00120644,0.01973708,0.002981991,0.00471707,0.02166688,0.1758569,0.2125967],"study_design_scores_gemma":[0.02032178,0.001415385,0.003111031,0.4295486,0.001394475,0.000384614,0.007384856,0.001036277,0.00365514,0.02445924,0.5066562,0.0006322879],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.0006122666,0.002341059,0.004943216,0.002067325,0.00088461,0.9798921,0.005712847,0.0001795966,0.003367076],"genre_scores_gemma":[0.000716157,0.001317644,0.007667803,0.0004647928,0.00005086277,0.9883459,0.0007204883,0.00002112312,0.0006951881],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.1854997,"threshold_uncertainty_score":0.9810278,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01010832433673837,"score_gpt":0.3796031893521371,"score_spread":0.3694948650153987,"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."}}