{"id":"W3209343447","doi":"10.36834/cmej.72593","title":"Energizing scholarly activity in a regional medical campus","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":"McMaster University; Regional Municipality of Niagara","funders":"","keywords":"Accreditation; Library science; Political science; Humanities; Medical education; Medicine; Philosophy; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002374706,0.0001705862,0.000310428,0.0008440299,0.0002724626,0.0001489291,0.0002899861,0.0006176824,0.04808031],"category_scores_gemma":[0.09107893,0.0001687345,0.00009999969,0.001476612,0.0002150565,0.0004601341,0.00002783406,0.003225094,0.00009561442],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001771623,"about_ca_system_score_gemma":0.2488317,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005044272,"about_ca_topic_score_gemma":0.02233035,"domain_scores_codex":[0.9958491,0.0002416397,0.0006418632,0.0003377333,0.002352219,0.0005774883],"domain_scores_gemma":[0.9899097,0.00009463041,0.0001548684,0.0003587641,0.001458475,0.008023541],"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":[0.00002665943,0.0007352713,0.01329375,0.00005444824,0.00004725465,0.001533669,0.0006932128,0.000001244427,0.0001055384,0.003919458,0.3383765,0.6412131],"study_design_scores_gemma":[0.002020735,0.00006883,0.08719575,0.001606749,0.00004269478,0.02379672,0.002497308,0.0009043457,0.0001150741,0.001072638,0.8803604,0.0003187752],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5954921,0.00118611,0.0002207829,0.3925256,0.003921307,0.0001277385,0.000001234586,0.00002093657,0.006504205],"genre_scores_gemma":[0.7824063,0.0006110747,0.00353348,0.2069506,0.004495881,0.00004540976,0.00008578331,0.00004114627,0.001830327],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6408943,"threshold_uncertainty_score":0.9990745,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01759496249475154,"score_gpt":0.3326037642508331,"score_spread":0.3150088017560815,"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."}}