{"id":"W3127670391","doi":"10.1371/journal.pone.0245577","title":"A systems map of the determinants of child health inequalities in England at the local level","year":2021,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Child and Adolescent Health","field":"Health Professions","cited_by":33,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"School for Public Health Research; National Institute for Health and Care Research; Department of Health and Social Care; McGill University","keywords":"Inequality; Public health; Locality; Social determinants of health; Qualitative research; Psychology; Sociology; Medicine; Nursing; Social science","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009299752,0.00009692468,0.00046249,0.00003408507,0.0003454696,0.000002293968,0.0001673514,0.00008323626,0.00006095714],"category_scores_gemma":[0.0001551546,0.00005549815,0.0000475159,0.0001547991,0.00009245131,0.00002454361,0.0002116877,0.0004587471,0.00001682961],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001524644,"about_ca_system_score_gemma":0.0006271373,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001616432,"about_ca_topic_score_gemma":0.014323,"domain_scores_codex":[0.9971515,0.001203985,0.0007894838,0.0001548226,0.0003534422,0.0003467868],"domain_scores_gemma":[0.9985758,0.0004094165,0.0004066422,0.0004364402,0.0001053199,0.00006637724],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000865581,0.00107912,0.9587838,0.0115711,0.00004057444,0.000003146495,0.02538643,0.000009766526,0.0001897651,0.001106094,0.001045038,0.0006986118],"study_design_scores_gemma":[0.00376786,0.000158327,0.9303122,0.03461704,0.00004541844,0.000006470666,0.02179019,0.0006905615,0.004052588,0.0001631903,0.004182974,0.0002131676],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9852717,0.002589591,0.00000673316,0.01062511,0.0002450082,0.0007764589,0.0002183568,0.000009657422,0.0002573882],"genre_scores_gemma":[0.995663,0.0002436472,0.00001255293,0.001731751,0.0001769174,0.00001052408,0.00000927319,0.00001381898,0.002138548],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02847158,"threshold_uncertainty_score":0.799257,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.171144617497381,"score_gpt":0.3640592550891141,"score_spread":0.1929146375917331,"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."}}