{"id":"W4417497763","doi":"10.1093/pubmed/fdaf126","title":"Equity in public health ethics: a community-engaged, empirical study of values, principles, and practices","year":2025,"lang":"en","type":"article","venue":"Journal of Public Health","topic":"Public Health Policies and Education","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Vancouver Coastal Health; Provincial Health Services Authority; University of British Columbia","funders":"","keywords":"Public health; Equity (law); Empirical research; Health equity; Health policy; Empirical evidence","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.04113075,0.0003215708,0.0005298121,0.002614476,0.01496524,0.01027368,0.001728339,0.002615079,0.002260588],"category_scores_gemma":[0.05488624,0.0005237145,0.0001962702,0.003184392,0.02705266,0.009651939,0.0110697,0.005093491,0.000158752],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01104789,"about_ca_system_score_gemma":0.02355911,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01807543,"about_ca_topic_score_gemma":0.03245047,"domain_scores_codex":[0.9638399,0.02905914,0.000676172,0.001020017,0.003168905,0.002235913],"domain_scores_gemma":[0.9183947,0.06597082,0.00521059,0.001730715,0.004250993,0.004442161],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001023521,0.0001146907,0.005978438,0.0001059774,0.000003050036,0.000196036,0.9812909,0.00002482803,0.00008519951,0.00573467,0.0003268356,0.00612915],"study_design_scores_gemma":[0.000004839939,0.00002946079,0.003582632,0.0002157251,0.000002253547,0.0000973395,0.9892861,0.00008154097,0.00005651815,0.001712524,0.00492486,0.00000618483],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9712824,0.001118019,0.002388743,0.00840456,0.00005267541,0.0002341736,0.00002720507,0.000008322619,0.01648385],"genre_scores_gemma":[0.9977635,0.0003558291,0.0005655686,0.0004798192,0.000009479767,0.0001163736,0.000008738061,0.000005244499,0.0006954018],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04113075,"threshold_uncertainty_score":0.2175228,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.7372098995821154,"score_gpt":0.6677390847243592,"score_spread":0.06947081485775619,"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."}}