{"id":"W3125785889","doi":"10.1002/sim.1577","title":"The roles of birth inputs and outputs in predicting health, behaviour and test scores in early childhood","year":2003,"lang":"en","type":"article","venue":"Statistics in Medicine","topic":"Birth, Development, and Health","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Early childhood; Developmental psychology; Birth weight; Predictive value; Psychology; Test (biology); Structural equation modeling; Child development; Medicine; Pregnancy; Statistics; Mathematics","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":[],"consensus_categories":[],"category_scores_codex":[0.001565562,0.0001475136,0.0004826261,0.0002846427,0.00007649596,0.00000658318,0.00005367345,0.00007123489,0.000005088806],"category_scores_gemma":[0.002335016,0.0001044267,0.000005988519,0.0002998594,0.0002936643,0.00002851972,0.00002595729,0.0004526271,3.666607e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007459268,"about_ca_system_score_gemma":0.0003939146,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009460808,"about_ca_topic_score_gemma":0.01299959,"domain_scores_codex":[0.9982466,0.0001123991,0.0007412108,0.0002423951,0.0002983967,0.0003590739],"domain_scores_gemma":[0.9986997,0.0007443905,0.0001821857,0.0001523909,0.00005477311,0.0001665911],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003013111,0.0001116923,0.9575365,0.0002649978,0.000005183244,0.0000415218,0.0134408,2.953615e-7,0.00001841612,0.02132121,0.0001202759,0.007109039],"study_design_scores_gemma":[0.003506973,0.0007629679,0.9824899,0.001287767,0.000009414668,0.0000348654,0.002155605,0.00003822116,0.00002542355,0.009570469,0.00004393351,0.00007442757],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9917046,0.004483097,0.0002214242,0.002456356,0.000114805,0.000575186,0.00005035248,0.00001059819,0.0003835483],"genre_scores_gemma":[0.9581361,0.03751666,0.003660092,0.0005872516,0.00004033346,0.00001388978,0.00001356146,0.00001692916,0.00001519055],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03356854,"threshold_uncertainty_score":0.7254077,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01593232426620633,"score_gpt":0.3052187598674422,"score_spread":0.2892864356012358,"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."}}