{"id":"W1999349955","doi":"10.2147/amep.s16823","title":"Community engagement in US and Canadian medical schools","year":2011,"lang":"en","type":"article","venue":"Advances in Medical Education and Practice","topic":"Innovations in Medical Education","field":"Medicine","cited_by":33,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of North Carolina at Chapel Hill","keywords":"Scholarship; Promotion (chess); Accreditation; Community engagement; Medical education; Public engagement; Public relations; Service (business); Political science; Medicine; Business","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.005793243,0.0001091289,0.0001830405,0.0003521229,0.0001364674,0.00001467066,0.0001387141,0.0002302567,0.00261114],"category_scores_gemma":[0.07789947,0.0001017132,0.000009776129,0.000554278,0.0002519237,0.0005583192,0.00004888018,0.002112575,0.00002150619],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001899765,"about_ca_system_score_gemma":0.004150018,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.03708924,"about_ca_topic_score_gemma":0.03786578,"domain_scores_codex":[0.997821,0.0006772697,0.0004226537,0.0001972765,0.0006395872,0.0002422643],"domain_scores_gemma":[0.9982421,0.0005287136,0.00009192849,0.0002528234,0.0001798121,0.0007045915],"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":[0.0001034376,0.001419965,0.08176141,0.0001436053,0.00001091371,0.00005153268,0.007191175,8.783377e-8,0.000001626688,0.0113704,0.003770259,0.8941756],"study_design_scores_gemma":[0.001244674,0.0001479389,0.2406063,0.0006956937,0.00002807289,0.0006936063,0.02287904,0.0001921938,0.000007354205,0.002242228,0.7310966,0.0001662888],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7117848,0.005938746,0.0001865557,0.1274519,0.001565929,0.0006317809,0.000001185952,0.00003368581,0.1524053],"genre_scores_gemma":[0.9132815,0.007039269,0.01281948,0.06640786,0.0001679406,0.0001077243,0.00002878848,0.00001218503,0.0001352741],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8940093,"threshold_uncertainty_score":0.9983006,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04824691928222409,"score_gpt":0.4283957236487148,"score_spread":0.3801488043664907,"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."}}