{"id":"W4406181535","doi":"10.34172/rdme.33262","title":"Optimizing interprofessional education: Integrating a portfolio-based approach in undergraduate curriculum","year":2024,"lang":"en","type":"article","venue":"Research and Development in Medical Education","topic":"Interprofessional Education and Collaboration","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Foundation for Advancement of International Medical Education and Research","keywords":"Portfolio; Curriculum; Interprofessional education; Medical education; Undergraduate education; Medicine; Computer science; Engineering management; Psychology; Mathematics education; Engineering; Business; Pedagogy; Health care; Political science","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":[0.003890489,0.000528288,0.0004445058,0.001609818,0.0007338229,0.002865845,0.001144632,0.0006517728,0.003613358],"category_scores_gemma":[0.01093795,0.0002210184,0.0003643543,0.001028152,0.0003357425,0.002549195,0.003367453,0.001031393,0.0009124981],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001190193,"about_ca_system_score_gemma":0.003783381,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004238533,"about_ca_topic_score_gemma":0.0008262249,"domain_scores_codex":[0.9968947,0.001450684,0.0002850919,0.00025346,0.000911182,0.000204938],"domain_scores_gemma":[0.9961972,0.0008624406,0.0004658492,0.0002657106,0.001051897,0.001156876],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007672715,0.002280646,0.01060947,0.000467518,0.00002446768,0.00008112507,0.00159983,0.003090312,0.00319029,0.003870697,0.004107429,0.9706014],"study_design_scores_gemma":[0.000682711,0.01377341,0.2334559,0.01096735,0.0005091371,0.003974637,0.02808182,0.1034592,0.05294197,0.1406946,0.4109314,0.0005279516],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4527805,0.005089219,0.4554618,0.009948623,0.0006878976,0.004725556,0.0003283912,0.001996382,0.06898158],"genre_scores_gemma":[0.5012079,0.003064364,0.4859097,0.0006090991,0.0001233326,0.001577074,0.0003656747,0.00007778658,0.007065006],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003890489,"threshold_uncertainty_score":0.02057511,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05415604437528903,"score_gpt":0.5042124953495947,"score_spread":0.4500564509743056,"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."}}