{"id":"W4387080151","doi":"10.1097/ede.0000000000001645","title":"Validation of Parent-reported Gestational Age Categories for Children Less Than 6 Years of Age","year":2023,"lang":"en","type":"article","venue":"Epidemiology","topic":"Birth, Development, and Health","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"The Scarborough Hospital; Hospital for Sick Children; Public Health Ontario; SickKids Foundation; University of Toronto; McMaster University; Institute for Clinical Evaluative Sciences; Impact","funders":"","keywords":"Gestational age; Medicine; Obstetrics; Pregnancy; Biology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001502968,0.00007299199,0.000480912,0.0001337211,0.00002993898,7.063169e-7,0.00005099217,0.0001132053,0.00002213375],"category_scores_gemma":[0.001799856,0.00006798223,0.0000702323,0.0001559005,0.0001197675,0.00002124786,0.0000193798,0.00008072363,0.000007408923],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002576822,"about_ca_system_score_gemma":0.0002112447,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003816788,"about_ca_topic_score_gemma":0.00007006835,"domain_scores_codex":[0.998742,0.00012438,0.0006328511,0.0001796388,0.00008554297,0.0002356228],"domain_scores_gemma":[0.9985588,0.0007714377,0.0003639785,0.0001498061,0.0000897275,0.00006629281],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001161081,0.00005272252,0.9143987,0.0002247649,0.000146208,0.00001214611,0.001016036,0.00003866204,0.001134316,0.07299773,0.007168957,0.002693691],"study_design_scores_gemma":[0.0006305873,0.0001313015,0.9454582,0.00002791996,0.00003558597,0.00001131063,0.000121375,0.00003103644,0.000773691,0.05255303,0.000175887,0.00005008004],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9964584,0.00006541415,0.00111549,0.001467173,0.000193591,0.0003826391,0.00005324754,0.00004028979,0.000223765],"genre_scores_gemma":[0.9924695,0.001625135,0.002815792,0.0003013783,0.0001026567,0.00004024147,0.002518984,0.00001254999,0.0001137181],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03105954,"threshold_uncertainty_score":0.2772235,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1411247970409278,"score_gpt":0.394866260122978,"score_spread":0.2537414630820502,"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."}}