{"id":"W4377097683","doi":"10.3389/fpubh.2023.1110300","title":"Saying it out loud: explicit equity prompts for public health organization resilience","year":2023,"lang":"en","type":"article","venue":"Frontiers in Public Health","topic":"Public Health Policies and Education","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Francis Xavier University; University of Manitoba","funders":"Public Health Agency; Public Health Agency of Canada","keywords":"Health equity; Disadvantaged; Public relations; Equity (law); Preparedness; Public health; Psychology; Political science; Medicine; Nursing","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.03320001,0.001138051,0.0004706212,0.001279446,0.006709323,0.004290096,0.001704897,0.003819928,0.01903763],"category_scores_gemma":[0.09296191,0.0007285824,0.0005897583,0.0006249775,0.005439471,0.009284337,0.01509289,0.004770393,0.002228859],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004978276,"about_ca_system_score_gemma":0.006870009,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001260421,"about_ca_topic_score_gemma":0.002336178,"domain_scores_codex":[0.9719928,0.0236009,0.0006031051,0.0008060819,0.001079785,0.001917293],"domain_scores_gemma":[0.9055129,0.07793292,0.004000756,0.003917314,0.003983821,0.004652296],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0006334912,0.00118094,0.01057576,0.002517534,0.00002385068,0.001860367,0.7655577,0.001307541,0.007280301,0.0262623,0.04096863,0.1418316],"study_design_scores_gemma":[0.0002958928,0.00143621,0.01094624,0.004147803,0.00006618995,0.0008519599,0.6458864,0.002954995,0.005916934,0.04930213,0.2779243,0.0002709781],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5961303,0.001519083,0.1295636,0.1143944,0.004343421,0.007208073,0.0007923699,0.005401179,0.1406476],"genre_scores_gemma":[0.92098,0.0004609649,0.0603707,0.007082291,0.000274851,0.003810523,0.0001984505,0.0002220731,0.006600196],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03320001,"threshold_uncertainty_score":0.1755806,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2807094686594379,"score_gpt":0.5086926928609039,"score_spread":0.2279832242014661,"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."}}