{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02299043,0.0005160024,0.0003648305,0.00115785,0.006414507,0.01105751,0.002622586,0.008714119,0.002990358],"category_scores_gemma":[0.02617284,0.0002048351,0.0009187094,0.0008214418,0.04706389,0.009234334,0.01389814,0.01130417,0.000294173],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01182721,"about_ca_system_score_gemma":0.02995169,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0104389,"about_ca_topic_score_gemma":0.01685829,"domain_scores_codex":[0.9645707,0.027024,0.0007352548,0.001387068,0.003131096,0.003151924],"domain_scores_gemma":[0.9785168,0.01524291,0.001390126,0.001464126,0.001576244,0.001809784],"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":[0.00001143284,0.0000436806,0.0004150178,0.0002544733,0.00001556352,0.0001343708,0.02441526,0.000944123,0.00007864219,0.9292342,0.01511073,0.02934255],"study_design_scores_gemma":[0.0000241721,0.00005223852,0.0005760512,0.0006078423,0.00001645173,0.000103201,0.009283284,0.001203925,0.0002676736,0.735474,0.2523621,0.00002904543],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.0123613,0.006755989,0.04938149,0.8034778,0.005458791,0.0001471008,0.00002219769,0.0001466534,0.1222487],"genre_scores_gemma":[0.8207519,0.005309041,0.01882755,0.1317375,0.006050029,0.0003608612,0.00003068818,0.0000954892,0.01683695],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02299043,"threshold_uncertainty_score":0.1215865,"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."}}