{"id":"W3058340837","doi":"10.1371/journal.pone.0236480","title":"Effects of quality-based procedure hospital funding reform in Ontario, Canada: An interrupted time series study","year":2020,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Patient Satisfaction in Healthcare","field":"Health Professions","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; Sunnybrook Health Science Centre; Public Health Ontario; University Health Network; University of Toronto; University of Ottawa; Women's College Hospital; Princess Margaret Cancer Centre; Ottawa Hospital; Simon Fraser University; Institute for Clinical Evaluative Sciences","funders":"Canadian Institutes of Health Research","keywords":"Medicine; Heart failure; Hip fracture; Prostate cancer; Pneumonia; Internal medicine; Emergency medicine; Cancer; Surgery; Osteoporosis","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.004548821,0.0005735218,0.001019866,0.001614381,0.001685528,0.002082216,0.002059118,0.0009502373,0.002477695],"category_scores_gemma":[0.01582586,0.0005798247,0.001647464,0.006943993,0.001244115,0.0008045588,0.001648364,0.001717502,0.0002188946],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.05628354,"about_ca_system_score_gemma":0.0510921,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9894271,"about_ca_topic_score_gemma":0.9797018,"domain_scores_codex":[0.9926865,0.001422901,0.0007231751,0.0008496165,0.002211863,0.002106027],"domain_scores_gemma":[0.9768015,0.002538002,0.01089798,0.001209678,0.005290919,0.003261927],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004080154,0.0001270919,0.9927087,0.0001039817,0.0004447053,0.00007813601,0.001000881,0.0004982204,0.00004902636,0.0002819473,0.001659576,0.00263969],"study_design_scores_gemma":[0.00003452336,0.00007476429,0.9967999,0.00005672568,0.0001222492,0.00001988795,0.0006735631,0.001182904,0.00002367715,0.00004191322,0.0009510664,0.00001871424],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9791948,0.002333825,0.0005594251,0.001789238,0.00005155517,0.0001876592,0.01406356,0.0000253088,0.001794552],"genre_scores_gemma":[0.9920216,0.0007824835,0.0003229472,0.0003202898,0.0000282462,0.0001219408,0.00524713,0.00001109117,0.001144304],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05628354,"threshold_uncertainty_score":0.4083675,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1279356883790325,"score_gpt":0.3679997234401653,"score_spread":0.2400640350611329,"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."}}