{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001934953,0.000119276,0.0001431501,0.0002894392,0.0005374743,0.00003946248,0.0001114194,0.00007687829,0.001596983],"category_scores_gemma":[0.0006318092,0.0001299505,0.00002936802,0.000702699,0.00008973111,0.0002895404,0.00003528222,0.0007943143,0.00001134701],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002222676,"about_ca_system_score_gemma":0.00319324,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001664963,"about_ca_topic_score_gemma":0.000002065841,"domain_scores_codex":[0.9983421,0.0001375489,0.0003375541,0.0003366856,0.0006399985,0.0002061394],"domain_scores_gemma":[0.9991156,0.00002476973,0.0001281263,0.0002635934,0.0003039223,0.0001639744],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00001317894,0.0006061443,0.01318644,0.00002599935,0.00001703014,6.723423e-7,0.01373448,0.00000262181,0.0001209456,0.004058352,0.003039167,0.9651949],"study_design_scores_gemma":[0.001852604,0.001014467,0.4650465,0.0001276721,0.0003506463,0.001164172,0.1651738,0.002697639,0.0001134029,0.01019819,0.3517392,0.0005216672],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9811993,0.0006054682,0.00001523618,0.009366067,0.001820552,0.001039574,9.599478e-7,0.0001205572,0.005832252],"genre_scores_gemma":[0.9809538,0.00001131669,0.01047974,0.004590836,0.0007962653,0.002037382,0.0005813612,0.00002510375,0.0005242592],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9646733,"threshold_uncertainty_score":0.9993157,"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."}}