{"id":"W4401050099","doi":"10.2139/ssrn.4876379","title":"Achieving Transfer of Learning in Health Professions Education: New Perspectives","year":2024,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Innovations in Medical Education","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Northern Alberta Institute of Technology","funders":"","keywords":"Health professions; Transfer of learning; Mathematics education; Engineering ethics; Psychology; Knowledge management; Computer science; Health care; Economics; Engineering; Economic growth; Developmental psychology","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":[0.01261433,0.0009532725,0.001311528,0.001917118,0.002224291,0.01253042,0.002592067,0.008154119,0.02548721],"category_scores_gemma":[0.01930908,0.0003427764,0.0009270241,0.001859644,0.01968161,0.0350036,0.008494978,0.006683034,0.002646624],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003873183,"about_ca_system_score_gemma":0.004085593,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001503206,"about_ca_topic_score_gemma":0.000915941,"domain_scores_codex":[0.9934963,0.002778921,0.0002575066,0.0006639627,0.00210805,0.0006953009],"domain_scores_gemma":[0.9770238,0.01827833,0.0005676827,0.001634091,0.001623186,0.0008730226],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00004412442,0.0001301237,0.0003726595,0.0004238343,0.00001709965,0.00008904882,0.0008476362,0.0007806702,0.0002085122,0.9323004,0.005687966,0.05909789],"study_design_scores_gemma":[0.00002069275,0.0000575733,0.0004388371,0.0002417878,0.00000695097,0.0001163257,0.00127809,0.001486016,0.0003692492,0.9676757,0.02829471,0.00001411127],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.02668808,0.09561911,0.1267395,0.4120839,0.004387773,0.0000836427,0.0001731409,0.0003277997,0.333897],"genre_scores_gemma":[0.819068,0.07662959,0.05117428,0.01069146,0.01155936,0.000262188,0.0001893499,0.0002511684,0.03017458],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02548721,"threshold_uncertainty_score":0.08526325,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01470718633361239,"score_gpt":0.3691450871453951,"score_spread":0.3544379008117827,"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."}}