{"id":"W4416185357","doi":"10.1016/j.jpedcp.2025.200193","title":"Immunization Coverage and Clinical Documentation of Vaccine Refusal in Pediatric Clinics: A Retrospective Analysis in the Midwestern United States, 2022-2024","year":2025,"lang":"en","type":"article","venue":"The Journal of Pediatrics Clinical Practice","topic":"Vaccine Coverage and Hesitancy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Aurora Research Institute","keywords":"Documentation; Immunization; Interpretability; Coding (social sciences); Health records; Vaccination; Public health; Electronic health record","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":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.03676004,0.0001318435,0.0006046306,0.000854374,0.0001776148,0.0001017331,0.0005860394,0.0002261942,0.00004029931],"category_scores_gemma":[0.03126704,0.00008899735,0.0002322449,0.00631077,0.00005307111,0.0008870927,0.0001115455,0.001602234,0.000002835359],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001234112,"about_ca_system_score_gemma":0.000526624,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009022297,"about_ca_topic_score_gemma":0.002487761,"domain_scores_codex":[0.9891166,0.006898485,0.002855004,0.0002042407,0.0007035039,0.0002221317],"domain_scores_gemma":[0.967176,0.02908657,0.002511068,0.0003056849,0.0008472211,0.00007346094],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008159378,0.0006095062,0.9909958,0.00002061875,0.0001383983,0.00002741488,0.003179921,0.0003187187,1.265375e-7,0.000778426,0.001750489,0.001364695],"study_design_scores_gemma":[0.002099906,0.0004800824,0.9801691,0.00001560194,0.003359341,0.000002978606,0.006306576,0.0002459056,1.129111e-7,0.003832818,0.003394784,0.00009284091],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9816272,0.002855056,0.001539791,0.01189105,0.0009476643,0.0003317158,0.000007600741,0.000005169845,0.0007947251],"genre_scores_gemma":[0.8070899,0.1904039,0.0002131438,0.001277218,0.0008514723,0.000001207819,0.0000079724,0.00000654176,0.000148668],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1875489,"threshold_uncertainty_score":0.9918582,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02339548217794728,"score_gpt":0.4263021956872027,"score_spread":0.4029067135092554,"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."}}