{"id":"W4387241318","doi":"10.1097/ceh.0000000000000527","title":"From Two Dimensions to Multidimensions: A Mechanistic Model to Support Deliberate CPD Development, Coordination, and Evaluation","year":2023,"lang":"en","type":"article","venue":"Journal of Continuing Education in the Health Professions","topic":"Health Policy Implementation Science","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Humber River Regional Hospital","funders":"Institute of Musculoskeletal Health and Arthritis; Department of Family and Community Medicine, University of Toronto; Health Canada","keywords":"Professional development; Context (archaeology); Health care; Psychology; Intervention (counseling); Program evaluation; Outcome (game theory); Medical education; Medicine; Knowledge management; Nursing; Computer science; Political science","routes":{"ca_aff":true,"ca_fund":true,"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":[0.02191779,0.001254594,0.001011367,0.004675474,0.003155157,0.009344107,0.003446199,0.003644677,0.009379808],"category_scores_gemma":[0.03022343,0.001318919,0.002046901,0.003053665,0.01573906,0.01244974,0.007223368,0.004176721,0.0009705232],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01194693,"about_ca_system_score_gemma":0.02843651,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007783636,"about_ca_topic_score_gemma":0.006882676,"domain_scores_codex":[0.9823555,0.01322208,0.000731406,0.001374121,0.001745971,0.0005708949],"domain_scores_gemma":[0.9727005,0.01971805,0.001797385,0.002174764,0.002138888,0.001470409],"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":[0.00007352888,0.0002318649,0.003864349,0.0006484234,0.00006842001,0.0001406258,0.004682393,0.01479256,0.0002592567,0.9336751,0.001838428,0.03972511],"study_design_scores_gemma":[0.0001096043,0.0002208146,0.001615327,0.001252533,0.0001026364,0.0002166835,0.002620597,0.06836303,0.0003797615,0.893374,0.03167979,0.00006530585],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01407606,0.002000015,0.8939787,0.02737012,0.000157896,0.00174927,0.0002564399,0.0003511033,0.06006045],"genre_scores_gemma":[0.2808095,0.0016181,0.7096694,0.001166928,0.00005666465,0.00364448,0.0001540613,0.00007373906,0.002807201],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02191779,"threshold_uncertainty_score":0.1159137,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4192037376054272,"score_gpt":0.6522519756997952,"score_spread":0.233048238094368,"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."}}