{"id":"W3205025343","doi":"10.36834/cmej.71640","title":"Developmental Evaluation: six ways to get a grip on the potential of education scholarship to serve innovation","year":2021,"lang":"en","type":"article","venue":"Canadian Medical Education Journal","topic":"Innovations in Medical Education","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Transplant Association; University of Toronto","funders":"","keywords":"Scholarship; Coronavirus disease 2019 (COVID-19); Political science; Health care; Public relations; Sociology; Medical education; Pedagogy; Medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00393817,0.0001928548,0.0002448511,0.001236752,0.0004396309,0.0001122518,0.0003471502,0.0002484658,0.02676532],"category_scores_gemma":[0.08163494,0.0001633496,0.00007045412,0.003709349,0.00008614934,0.0001766524,0.00003400423,0.001069692,0.000281901],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002524369,"about_ca_system_score_gemma":0.1907194,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005702131,"about_ca_topic_score_gemma":0.001533705,"domain_scores_codex":[0.9957459,0.0002089921,0.0009834033,0.0003380995,0.00232298,0.0004006279],"domain_scores_gemma":[0.9898616,0.00007198228,0.0002438414,0.0003586936,0.006845665,0.002618216],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000482175,0.0006710087,0.001291777,0.00004836903,0.00007061168,0.00001373157,0.001620975,0.0000249979,0.001328695,0.02271391,0.4981621,0.4740056],"study_design_scores_gemma":[0.002025033,0.0005804647,0.2205359,0.003581594,0.0002992916,0.005171768,0.02579443,0.0004718879,0.004882704,0.009448576,0.7264352,0.0007731869],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7054754,0.0001002635,0.0009348172,0.2822015,0.004244491,0.000752044,0.000005731295,0.00001224876,0.006273468],"genre_scores_gemma":[0.7739117,0.00001179005,0.01235247,0.2104225,0.002160967,0.0001979536,0.0002209207,0.00003011968,0.0006915474],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4732324,"threshold_uncertainty_score":0.9741244,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03939518128145239,"score_gpt":0.3543845623873142,"score_spread":0.3149893811058618,"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."}}