{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01261966,0.001195116,0.0006260767,0.002761727,0.009283933,0.01499798,0.003767765,0.006349166,0.0211822],"category_scores_gemma":[0.01277784,0.0008765954,0.001625672,0.002531664,0.0208772,0.01756416,0.01183364,0.006442701,0.003877013],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01344863,"about_ca_system_score_gemma":0.02182266,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01184858,"about_ca_topic_score_gemma":0.01282514,"domain_scores_codex":[0.9848909,0.01007158,0.0003213112,0.001347294,0.001849223,0.001519731],"domain_scores_gemma":[0.9883627,0.005342042,0.0007292988,0.0008419409,0.001578216,0.003145784],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001062133,0.0004464553,0.004509264,0.0002195246,0.00003128784,0.0003453002,0.02774282,0.002288832,0.0003023378,0.9389359,0.006082642,0.01898945],"study_design_scores_gemma":[0.0002374145,0.0005019528,0.002787236,0.0006547514,0.00005941971,0.0004975309,0.03717714,0.02104579,0.0003592658,0.831215,0.1053562,0.0001082472],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.08491483,0.001260039,0.2582364,0.1356335,0.0009946666,0.001536384,0.0002709841,0.0007268508,0.5164263],"genre_scores_gemma":[0.8585297,0.000952226,0.09810283,0.006144968,0.0001963837,0.002053934,0.0002006007,0.0002003556,0.03361905],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0211822,"threshold_uncertainty_score":0.0975771,"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."}}