{"id":"W4410707746","doi":"10.15173/child.v3i1.3912","title":"McMaster Child Health Conference","year":2025,"lang":"en","type":"article","venue":"The Child Health Interdisciplinary Literature and Discovery Journal","topic":"Child and Adolescent Health","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University Medical Centre; McMaster University","funders":"","keywords":"Psychology; Political science; Medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.00259642,0.0004932298,0.0008702686,0.000343991,0.01048341,0.0004134518,0.0005901066,0.0002374999,0.0001817719],"category_scores_gemma":[0.00005218778,0.0002904956,0.0002335096,0.000563195,0.0002207989,0.001050623,0.00106733,0.005299154,0.00003517572],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003982296,"about_ca_system_score_gemma":0.001407159,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002902701,"about_ca_topic_score_gemma":0.0001789477,"domain_scores_codex":[0.9942935,0.001629769,0.001685875,0.0005919337,0.0003800363,0.001418878],"domain_scores_gemma":[0.997426,0.0002822129,0.0009072835,0.000563805,0.0001718484,0.0006488278],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002012146,0.0007165836,0.01102183,0.00508576,0.0002771452,0.00004937287,0.1912219,0.00001788576,0.00000894611,0.1766866,0.5522047,0.06069715],"study_design_scores_gemma":[0.01026213,0.002082148,0.2913087,0.1164621,0.0001036941,0.002379455,0.04848712,0.0003128888,0.000007762781,0.1111264,0.4160742,0.001393397],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.03123821,0.05544193,0.002876527,0.8422396,0.004973989,0.002100612,0.0002713092,0.0001349712,0.06072287],"genre_scores_gemma":[0.8579097,0.007391803,0.00009664599,0.1221613,0.002681086,0.00001199448,0.00007907332,0.00004079121,0.009627586],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.8266715,"threshold_uncertainty_score":0.9999547,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02402199746622066,"score_gpt":0.3929117647090619,"score_spread":0.3688897672428412,"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."}}