{"id":"W4282822681","doi":"10.1097/ceh.0000000000000434","title":"The Importance of Sociocultural Factors in Moderating the Applicability of Test-Enhanced Learning to Continuing Professional Development","year":2022,"lang":"en","type":"article","venue":"Journal of Continuing Education in the Health Professions","topic":"Medical Education and Admissions","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Sociocultural evolution; Continuing education; Test (biology); Continuing professional development; Psychology; Professional development; Medical education; Medicine; Pedagogy; Sociology","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":[0.02264399,0.0004409333,0.0004504807,0.0005928227,0.001731992,0.003856758,0.0009044864,0.001048051,0.007416639],"category_scores_gemma":[0.1410427,0.0002953038,0.0008143468,0.0006850659,0.002339256,0.001688198,0.003327597,0.002147313,0.0003501287],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001640164,"about_ca_system_score_gemma":0.003834093,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006422382,"about_ca_topic_score_gemma":0.007209696,"domain_scores_codex":[0.9716565,0.02076973,0.001589741,0.001474055,0.003115297,0.001394672],"domain_scores_gemma":[0.7673689,0.2015211,0.01479674,0.005429076,0.005811293,0.005072931],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002056191,0.002221326,0.8953412,0.0007200997,0.0008365915,0.0003901841,0.040878,0.0004144578,0.001958641,0.003601031,0.0008798894,0.0507024],"study_design_scores_gemma":[0.0001289965,0.001157085,0.967603,0.0007068909,0.0004886617,0.0001528049,0.01915413,0.0016806,0.0017218,0.002693663,0.004462759,0.00004954575],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9889973,0.0006295571,0.0016395,0.002081716,0.000133682,0.000205709,0.00008212362,0.00001069399,0.006219677],"genre_scores_gemma":[0.9973693,0.0001887069,0.001325864,0.0003051239,0.00003524502,0.0001846938,0.00002810495,0.00001200877,0.00055102],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02264399,"threshold_uncertainty_score":0.1197543,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03073443843745229,"score_gpt":0.4124119380700211,"score_spread":0.3816774996325688,"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."}}