{"id":"W4388946045","doi":"10.1007/s44250-023-00057-3","title":"Public health quality frameworks: a scoping review","year":2023,"lang":"en","type":"review","venue":"Discover Health Systems","topic":"Public Health Policies and Education","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Impact; McMaster University; Public Health Ontario","funders":"","keywords":"Grey literature; Thematic analysis; Public health; Workforce; Public relations; Health care; Quality (philosophy); Inclusion (mineral); Equity (law); Political science; Medicine; MEDLINE; Sociology; Nursing; Qualitative research; Social science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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","insufficient_payload"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.03431903,0.001158458,0.01008661,0.0006642533,0.003837535,0.0002219358,0.00116802,0.001927528,0.0002707221],"category_scores_gemma":[0.003971055,0.0009276137,0.0008717711,0.003169236,0.0001037378,0.0004913038,0.000480312,0.005933396,0.004375121],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.006699217,"about_ca_system_score_gemma":0.1033951,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06763123,"about_ca_topic_score_gemma":0.002483521,"domain_scores_codex":[0.9597007,0.02101018,0.01141276,0.00157536,0.001458863,0.004842152],"domain_scores_gemma":[0.9785861,0.004559404,0.01094143,0.002636083,0.00047034,0.00280661],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","study_design_scores_codex":[5.962085e-7,0.00004430002,0.000009192709,0.5944678,0.00005773105,5.900353e-7,0.0009791511,1.494245e-7,6.024479e-11,0.002905125,0.2885147,0.1130206],"study_design_scores_gemma":[0.0001011626,0.00004016429,0.000008552051,0.4826081,0.00002839487,0.000004462589,0.0009184595,0.000002090072,1.584708e-11,0.0000186684,0.5159371,0.0003328202],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[1.121671e-7,0.9130521,0.0004420042,0.03990068,0.01612226,0.02685728,0.0009898497,0.0007586369,0.001877017],"genre_scores_gemma":[1.899319e-7,0.927065,0.00003321402,0.0460343,0.005579174,0.01196678,0.002508049,0.0003446709,0.006468658],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.2274224,"threshold_uncertainty_score":0.9993682,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6678671909036168,"score_gpt":0.6647293474545912,"score_spread":0.003137843449025568,"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."}}