{"id":"W3171367034","doi":"10.1002/lrh2.10277","title":"Integrating socially accountable health professional education and learning health systems to transform community health and health systems","year":2021,"lang":"en","type":"article","venue":"Learning Health Systems","topic":"Primary Care and Health Outcomes","field":"Health Professions","cited_by":27,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital; University of Ottawa; Bruyère; St. Michael's Hospital; Institut du Savoir Montfort; NOSM University","funders":"","keywords":"Accountability; Health education; Public relations; Health care; Social determinants of health; Equity (law); HRHIS; Population health; Psychological intervention; Health promotion; Health equity; Health policy; Public health; Knowledge management; Psychology; Medicine; Nursing; Political science; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.03429599,0.001090311,0.004326152,0.0007867855,0.02260432,0.0004470873,0.0005620082,0.0006721806,0.00003189088],"category_scores_gemma":[0.000981837,0.001066185,0.0001859715,0.001432649,0.0001384002,0.0007030847,0.0004859438,0.009792479,0.00009333212],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.0132751,"about_ca_system_score_gemma":0.1138311,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.3570515,"about_ca_topic_score_gemma":0.03200021,"domain_scores_codex":[0.9536828,0.03267765,0.006045447,0.001612692,0.001618904,0.004362442],"domain_scores_gemma":[0.9858085,0.002461661,0.005141783,0.001050802,0.001068037,0.004469214],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002510636,0.0008760303,0.1213046,0.16798,0.0002297722,0.000008174433,0.2939495,0.001406392,0.00001238935,0.01942526,0.2888897,0.1056671],"study_design_scores_gemma":[0.001982888,0.002853086,0.01677705,0.01962811,0.00001249398,0.0001860281,0.413973,0.0016607,1.867807e-7,0.0000482168,0.5420703,0.0008079106],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.05737164,0.3396671,0.007975543,0.5371757,0.02617909,0.02455461,0.0004089894,0.002223439,0.004443925],"genre_scores_gemma":[0.6769755,0.03296765,0.00329176,0.2326283,0.005950483,0.003970419,0.003419595,0.0007540329,0.04004226],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.6196038,"threshold_uncertainty_score":0.9991788,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08017157324235866,"score_gpt":0.4683939939864832,"score_spread":0.3882224207441245,"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."}}