{"id":"W2795085184","doi":"10.36834/cmej.42980","title":"A model for faculty engagement in distributed medical education: Crafting a paddle","year":2018,"lang":"en","type":"article","venue":"Canadian Medical Education Journal","topic":"Innovations in Medical Education","field":"Medicine","cited_by":35,"is_retracted":false,"has_abstract":true,"ca_institutions":"NOSM University","funders":"","keywords":"Construct (python library); Medical education; Community engagement; Reciprocal; Key (lock); Medicine; Public relations; Political science; 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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003209175,0.0002124035,0.0003173518,0.0007615064,0.000511351,0.0000768815,0.0003944326,0.0004524917,0.02034677],"category_scores_gemma":[0.08705229,0.000198633,0.00009299638,0.001072575,0.0003206914,0.000179917,0.00002771714,0.001390057,0.00007149739],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001758066,"about_ca_system_score_gemma":0.2231805,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001362402,"about_ca_topic_score_gemma":0.01190744,"domain_scores_codex":[0.9964175,0.0001100179,0.0009919266,0.0003579921,0.001439535,0.0006830256],"domain_scores_gemma":[0.9911144,0.00007248106,0.0002112201,0.0003439887,0.0020577,0.006200232],"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":[0.0000316166,0.0007219053,0.002409137,0.00006728058,0.00003169614,0.00001109416,0.002371587,0.000003972023,0.000004133139,0.002175847,0.8185843,0.1735874],"study_design_scores_gemma":[0.002028324,0.0001853997,0.005763187,0.001372538,0.00006841131,0.001167924,0.004107996,0.1228296,0.00001131853,0.002079803,0.8600634,0.0003220681],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2802554,0.0005141203,0.03056415,0.6653784,0.01095907,0.002107512,0.00009080861,0.00009715189,0.01003336],"genre_scores_gemma":[0.7821203,0.0000577204,0.0262414,0.1781204,0.008200402,0.0004913676,0.001600337,0.00006430032,0.003103773],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5018649,"threshold_uncertainty_score":0.9805487,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04669303115248798,"score_gpt":0.3894515688006905,"score_spread":0.3427585376482026,"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."}}