{"id":"W4283310914","doi":"10.1002/aet2.10745","title":"Program evaluation: An educator's portal into academic scholarship","year":2022,"lang":"en","type":"article","venue":"AEM Education and Training","topic":"Innovations in Medical Education","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Impact; Royal College of Physicians and Surgeons of Canada; University of Ottawa; McMaster University","funders":"","keywords":"Scholarship; Leverage (statistics); Engineering ethics; Medical education; Task (project management); Process (computing); Sociology; Psychology; Pedagogy; Political science; Medicine; Computer science; Engineering","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.2140262,0.001011313,0.001964683,0.007033675,0.004000213,0.0200135,0.003672605,0.007972159,0.05428356],"category_scores_gemma":[0.3346812,0.001109022,0.001618524,0.004394043,0.006022817,0.02166387,0.02148855,0.01246073,0.01742397],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004234691,"about_ca_system_score_gemma":0.03165846,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008130528,"about_ca_topic_score_gemma":0.002398442,"domain_scores_codex":[0.8280289,0.1325494,0.01167945,0.002175753,0.02319908,0.002367431],"domain_scores_gemma":[0.4871399,0.3462795,0.01606843,0.06969953,0.04186635,0.03894636],"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":[0.000225193,0.0006899209,0.001433829,0.001087795,0.00005114855,0.0002552234,0.004266481,0.0003011208,0.0003748532,0.0319893,0.3568449,0.6024802],"study_design_scores_gemma":[0.0003334308,0.0005878532,0.001675822,0.00442353,0.00005787854,0.0005097324,0.002672221,0.001309522,0.0009124754,0.07062951,0.9167518,0.0001362651],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.006166853,0.01325133,0.229693,0.4961268,0.02592064,0.004291977,0.001784897,0.0389279,0.1838366],"genre_scores_gemma":[0.1262441,0.01954087,0.558399,0.09759628,0.02423676,0.009682179,0.002245176,0.0163692,0.1456864],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.2140262,"threshold_uncertainty_score":0.9692457,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1069466385039401,"score_gpt":0.4717716483536953,"score_spread":0.3648250098497552,"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."}}