{"id":"W4293512781","doi":"10.1186/s12960-022-00759-4","title":"Accreditation as a driver of interprofessional education: the Canadian experience","year":2022,"lang":"en","type":"article","venue":"Human Resources for Health","topic":"Interprofessional Education and Collaboration","field":"Health Professions","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba; University of British Columbia; Dalhousie University; University of Saskatchewan; Université de Montréal; Western University","funders":"","keywords":"Accreditation; Interprofessional education; Medical education; Curriculum; Health care; Medicine; Health services research; Psychology; Nursing; Political science; Public health; Pedagogy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0008832306,0.0001020307,0.000158019,0.0002125733,0.007581231,0.00001173661,0.0003613248,0.00006003547,0.006938377],"category_scores_gemma":[0.0001123997,0.00008068541,0.00005697024,0.0003347335,0.00008911747,0.00006572271,0.00009635116,0.0004778139,0.00003504299],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007933973,"about_ca_system_score_gemma":0.02031273,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1299371,"about_ca_topic_score_gemma":0.2387078,"domain_scores_codex":[0.9977525,0.0007321798,0.000565274,0.0002143269,0.0003959407,0.0003398199],"domain_scores_gemma":[0.9984133,0.0002899427,0.0004998769,0.0002756731,0.0003285777,0.0001926589],"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":[0.0006617077,0.0002809304,0.01838344,0.0002699185,0.00002377727,2.889272e-7,0.3693827,0.0000274918,0.0003468408,0.1603402,0.4446985,0.0055843],"study_design_scores_gemma":[0.0003356251,0.0002514205,0.04586774,0.0001536177,0.000004798768,0.00000180163,0.1948415,0.00006699606,0.000008964909,0.003269433,0.7550991,0.0000989348],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9423555,0.0001848342,0.00002995148,0.04061208,0.003172725,0.001862564,0.00009095688,0.00002910312,0.01166225],"genre_scores_gemma":[0.9539116,0.000002892182,0.0001928047,0.01884395,0.0004112863,0.003062381,0.0002077993,0.00001761725,0.02334967],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3104007,"threshold_uncertainty_score":0.9939694,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0444804076667475,"score_gpt":0.483147253701095,"score_spread":0.4386668460343475,"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."}}