{"id":"W4410335161","doi":"10.18192/uojm.v15i1.7286","title":"Signing On: A New Chapter in Medical Education for Inclusive Care; Scoping Review","year":2025,"lang":"en","type":"article","venue":"University of Ottawa Journal of Medicine","topic":"Interprofessional Education and Collaboration","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medical education; Computer science; Medicine; Engineering ethics; Mathematics education; Psychology; Engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00627434,0.001468113,0.003550958,0.01217756,0.001249901,0.00685332,0.00156648,0.004869104,0.01219975],"category_scores_gemma":[0.0277578,0.0008446275,0.003100614,0.013155,0.001714314,0.009322191,0.003357959,0.004551663,0.001985574],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002954311,"about_ca_system_score_gemma":0.01347699,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005400526,"about_ca_topic_score_gemma":0.009433202,"domain_scores_codex":[0.9948396,0.001783206,0.001550574,0.000371206,0.001232505,0.0002228433],"domain_scores_gemma":[0.9720058,0.02272265,0.001898346,0.0004923271,0.002450103,0.000430728],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"systematic_review","study_design_scores_codex":[0.00005724283,0.00006115922,0.0002749873,0.3210291,0.000368079,0.0002058021,0.001010642,0.000143222,0.0003693519,0.005911939,0.05608271,0.6144857],"study_design_scores_gemma":[0.00001406949,0.00003998775,0.0005533447,0.6159039,0.0006230143,0.0003003452,0.0006194941,0.00003744708,0.00008581563,0.001915212,0.3798826,0.0000248462],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00009045065,0.9950296,0.0001708942,0.001965069,0.001365087,0.00006021039,0.00004670869,0.000009835153,0.001262186],"genre_scores_gemma":[0.0007956661,0.9949622,0.0006993766,0.002065778,0.000710337,0.0001441959,0.00008299451,0.000009912517,0.0005295733],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01219975,"threshold_uncertainty_score":0.04081225,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02430523532697637,"score_gpt":0.4536925360880736,"score_spread":0.4293873007610972,"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."}}