{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.004583823,0.0002909943,0.00123084,0.003212412,0.0001182498,0.00001955036,0.0002026198,0.0006450416,0.00009119314],"category_scores_gemma":[0.01195331,0.0002539477,0.00007782348,0.006162885,0.0002001439,0.0002114528,0.00009996387,0.001521081,0.00002556638],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008733826,"about_ca_system_score_gemma":0.04049211,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004123473,"about_ca_topic_score_gemma":0.00002619953,"domain_scores_codex":[0.9949167,0.0004463584,0.00252149,0.0005335058,0.001225173,0.0003568147],"domain_scores_gemma":[0.9972377,0.0002184472,0.001083027,0.0005223747,0.0008005552,0.0001378374],"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":[0.00000714767,0.0009015518,0.00004187319,0.04598188,0.00002230017,4.746041e-7,0.0005670396,4.461209e-7,2.287673e-7,0.01911769,0.0181058,0.9152536],"study_design_scores_gemma":[0.000427845,0.0001649712,0.0004677899,0.2101085,0.0001463269,0.00008972963,0.002355391,0.0009784155,3.838429e-7,0.005565709,0.779388,0.0003070398],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0007675098,0.9803073,0.0008091895,0.01154408,0.002031681,0.003395901,0.000008057036,0.0001004248,0.00103582],"genre_scores_gemma":[0.0002294269,0.9893743,0.00306195,0.00167843,0.0005513261,0.001070908,0.002469769,0.00008062302,0.001483245],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9149465,"threshold_uncertainty_score":0.9999913,"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."}}