{"id":"W3087442866","doi":"","title":"Social Accountability and Accreditation: Impacting Health System Performance and Population Health","year":2020,"lang":"en","type":"article","venue":"Social Innovations Journal","topic":"Healthcare Quality and Management","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Accountability; Accreditation; Public relations; Social accounting; Political science; General partnership; Social determinants of health; Health care; Business; Accounting","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.003942971,0.0001319852,0.0003654165,0.0001200526,0.008207621,0.00007322809,0.00007424774,0.000130771,0.00002555046],"category_scores_gemma":[0.0001846199,0.0001334772,0.00003107129,0.0006833532,0.00005781231,0.0005459096,0.00007340314,0.001017581,0.000006954117],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000835318,"about_ca_system_score_gemma":0.001009857,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009034703,"about_ca_topic_score_gemma":0.0001867831,"domain_scores_codex":[0.996833,0.0009745265,0.00117189,0.0002113233,0.0003348287,0.0004744869],"domain_scores_gemma":[0.9981829,0.0001304421,0.0009981242,0.00005806394,0.0004021226,0.0002283523],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0001582661,0.00007976694,0.2367912,0.008643134,0.0001074906,0.000001438521,0.2994283,0.000006629964,0.00001716939,0.1353221,0.07140129,0.2480433],"study_design_scores_gemma":[0.000999912,0.0001992082,0.8479068,0.0002246769,0.00001074939,0.000008481386,0.134423,0.0004715078,2.283006e-7,0.0006657077,0.01491381,0.0001759306],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7403121,0.0001017034,0.001755473,0.2562329,0.0003934562,0.0006774262,0.00002643897,0.0001077406,0.0003928219],"genre_scores_gemma":[0.9805895,0.00007665582,0.0005824553,0.01609531,0.00254581,0.00002479285,0.00004904847,0.0000163205,0.00002010046],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6111156,"threshold_uncertainty_score":0.9930835,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2664462934954459,"score_gpt":0.5274235051971295,"score_spread":0.2609772117016836,"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."}}