{"id":"W4413865392","doi":"10.1542/peds.2025-070739h","title":"Screening for Social Determinants of Health in a Pediatric Respiratory Clinic","year":2025,"lang":"en","type":"article","venue":"PEDIATRICS","topic":"Food Security and Health in Diverse Populations","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hospital for Sick Children; University of Toronto","funders":"","keywords":"Medicine; Respiratory system; Family medicine; Pediatrics; Intensive care medicine; Psychiatry","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":[0.003611913,0.0003164608,0.0003210794,0.001105169,0.0008490708,0.0005783662,0.0006013915,0.0004064568,0.00152068],"category_scores_gemma":[0.007192627,0.0002711244,0.000282232,0.0007647379,0.0004007331,0.0003507392,0.001058075,0.0008030889,0.0002252773],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001124914,"about_ca_system_score_gemma":0.002316119,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01265352,"about_ca_topic_score_gemma":0.02301575,"domain_scores_codex":[0.9966593,0.001836393,0.0002138354,0.0002503289,0.0005757525,0.0004644043],"domain_scores_gemma":[0.9939005,0.001518902,0.002321414,0.000178935,0.000767423,0.001312816],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006347392,0.0003298109,0.992845,0.00004142204,0.000008751214,0.0001833812,0.0006980425,0.00003797716,0.0002545727,0.000007874669,0.0003136485,0.005215985],"study_design_scores_gemma":[0.00003308477,0.001121418,0.9956162,0.00005769013,0.00001177713,0.0003749921,0.001752005,0.0002955564,0.0003270435,0.000008191569,0.0003949031,0.000007101852],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9986296,0.0001318569,0.0001331368,0.0001421555,0.000008278261,0.0001864317,0.0001891781,0.00001146211,0.0005679263],"genre_scores_gemma":[0.9986997,0.0001203229,0.000765375,0.00006174888,0.00001249335,0.0001150393,0.0001221688,0.00000173488,0.0001014907],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01265352,"threshold_uncertainty_score":0.02515978,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3604426317954517,"score_gpt":0.5515104562359517,"score_spread":0.1910678244405001,"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."}}