{"id":"W4414543694","doi":"10.1038/s41598-025-18466-0","title":"Development and validation of super learner models to predict small and large for gestational age in the second generation","year":2025,"lang":"en","type":"article","venue":"Scientific Reports","topic":"Pregnancy and preeclampsia studies","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University; University of New Brunswick","funders":"Dalhousie University; IWK Health Centre; New Brunswick Innovation Foundation; Nova Scotia Health Research Foundation","keywords":"Small for gestational age; Singleton; Nova scotia; Receiver operating characteristic; Gestational age; Gestation; Cohort","routes":{"ca_aff":true,"ca_fund":true,"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":[0.00809798,0.001014275,0.0008605255,0.001614595,0.0004648451,0.001241804,0.001414445,0.0006924942,0.001244843],"category_scores_gemma":[0.01030345,0.0005107796,0.001222675,0.0006827989,0.000281998,0.0006337333,0.001397603,0.001433678,0.0007899747],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001082806,"about_ca_system_score_gemma":0.002583784,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02507692,"about_ca_topic_score_gemma":0.02889317,"domain_scores_codex":[0.9989547,0.0005333117,0.00005895524,0.0002200765,0.0001376871,0.00009537218],"domain_scores_gemma":[0.9945799,0.003320414,0.0003716177,0.000414609,0.001071235,0.0002423505],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0007755074,0.0005354186,0.4701881,0.0001108105,0.001275246,0.0004262133,0.0003781392,0.3330036,0.001248715,0.001682785,0.005391,0.1849845],"study_design_scores_gemma":[0.00002586529,0.0001993951,0.02549804,0.00005746626,0.0001470073,0.0001396001,0.00008465695,0.9707228,0.0006410877,0.001525997,0.0009366998,0.0000213215],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8566917,0.001218906,0.1338593,0.0006460998,0.0001245152,0.0003037787,0.003490356,0.001063811,0.002601598],"genre_scores_gemma":[0.9459854,0.0002860578,0.04768293,0.0001201533,0.00003395024,0.0002020353,0.00392703,0.00007182195,0.001690505],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02507692,"threshold_uncertainty_score":0.04986191,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06139047519025494,"score_gpt":0.2867914721533679,"score_spread":0.2254009969631129,"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."}}