{"id":"W4403792737","doi":"10.1177/08404704241290794","title":"Accountability frameworks: A critical evolution in healthcare","year":2024,"lang":"en","type":"article","venue":"Healthcare Management Forum","topic":"Healthcare cost, quality, practices","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; University of British Columbia","funders":"","keywords":"Accountability; Health care; Business; Mandate; Medicine; Nursing; Public relations; Political 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":[{"model":"gpt","categories":[],"domain":null,"study_design":"theoretical_or_conceptual","genre":"commentary","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"},{"model":"opus","categories":[],"domain":null,"study_design":"theoretical_or_conceptual","genre":"commentary","about_ca_system":false,"about_ca_topic":true,"confidence":"high","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.1039364,0.0008062572,0.001161705,0.004231258,0.01985341,0.02515783,0.004531319,0.00989108,0.005111828],"category_scores_gemma":[0.1003309,0.0006753615,0.000782653,0.004836981,0.06314643,0.02055612,0.01173657,0.01947904,0.0005113118],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.09311132,"about_ca_system_score_gemma":0.1861813,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.3837538,"about_ca_topic_score_gemma":0.3138703,"domain_scores_codex":[0.9346833,0.02463079,0.002295704,0.005058855,0.02219596,0.01113526],"domain_scores_gemma":[0.8180879,0.08137365,0.01072798,0.009181142,0.04951332,0.03111597],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001401936,0.00003229412,0.002093449,0.0001556578,0.00002079935,0.0001273502,0.007785407,0.0006363045,0.000108608,0.8687094,0.05651603,0.06380064],"study_design_scores_gemma":[0.00002121963,0.00006150816,0.004720148,0.001486351,0.00001746984,0.0001610316,0.01459576,0.001582978,0.0002035532,0.4831026,0.4938532,0.0001940648],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"review","genre_scores_codex":[0.006055929,0.01333988,0.01660938,0.9204529,0.002853829,0.00004613493,0.00007329997,0.0002228914,0.04034587],"genre_scores_gemma":[0.7536796,0.02287153,0.02962938,0.1725171,0.007997663,0.0001979419,0.0001550629,0.0003819532,0.01256977],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.3837538,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3383051420545893,"score_gpt":0.557225117158066,"score_spread":0.2189199751034767,"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."}}