{"id":"W4385265767","doi":"10.1111/medu.15161","title":"Researching models of innovation and adoption in health professions education","year":2023,"lang":"en","type":"review","venue":"Medical Education","topic":"Innovations in Medical Education","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Early adopter; Narrative; Diffusion of innovations; Ideology; Instrumentalism; Technological change; Sociology; Psychology; Public relations; Positive economics; Knowledge management; Marketing; Epistemology; Business; Computer science; Political science; Social science; Economics; Politics","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":[0.02332348,0.001492409,0.001037929,0.006292126,0.002909235,0.01202498,0.003762961,0.005802119,0.009283547],"category_scores_gemma":[0.05376859,0.0009569979,0.002028938,0.006199153,0.02059333,0.01824186,0.004583694,0.0048501,0.00148616],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009790836,"about_ca_system_score_gemma":0.006646364,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004296666,"about_ca_topic_score_gemma":0.002751057,"domain_scores_codex":[0.9757757,0.01752439,0.0007843445,0.002088466,0.002821434,0.001005695],"domain_scores_gemma":[0.8337897,0.1500987,0.006211794,0.005097787,0.003595677,0.001206277],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002329469,0.0001187695,0.004667344,0.0004412639,0.00005545724,0.0001771689,0.01340755,0.006617018,0.00009885833,0.9604441,0.0005349845,0.01341423],"study_design_scores_gemma":[0.00005034362,0.0001788769,0.002689798,0.001408369,0.00007059787,0.0004550338,0.0109571,0.04037028,0.0003506882,0.9186097,0.02479774,0.00006151839],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"review","genre_scores_codex":[0.1372951,0.01475431,0.514306,0.04143065,0.0004306563,0.000987976,0.0003453958,0.0003276423,0.2901223],"genre_scores_gemma":[0.940468,0.006064004,0.04574948,0.001026448,0.0001324167,0.001222225,0.0001395875,0.00007080957,0.005127005],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.02332348,"threshold_uncertainty_score":0.1233479,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1584997520175138,"score_gpt":0.5486866819038284,"score_spread":0.3901869298863146,"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."}}