{"id":"W3101177428","doi":"10.1111/ppe.12741","title":"Rating the seriousness of maternal and child health outcomes linked with pregnancy weight gain","year":2020,"lang":"en","type":"article","venue":"Paediatric and Perinatal Epidemiology","topic":"Gestational Diabetes Research and Management","field":"Medicine","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Eunice Kennedy Shriver National Institute of Child Health and Human Development","keywords":"Seriousness; Medicine; Gestational diabetes; Pregnancy; Obstetrics; Preeclampsia; Birth weight; Pediatrics; Gestation","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":[0.0004152325,0.0001019007,0.0003951062,0.0000383709,0.00009177646,0.000004112819,0.0000559954,0.00003351342,0.00002073717],"category_scores_gemma":[0.0006765856,0.00005510104,0.00003095457,0.0001005603,0.0001411256,0.00003344037,0.00009758558,0.0001701484,0.000001832958],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000008146439,"about_ca_system_score_gemma":0.00004227129,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008928375,"about_ca_topic_score_gemma":0.000007201721,"domain_scores_codex":[0.9990202,0.0001643701,0.0002686675,0.0001985051,0.0001026921,0.0002455289],"domain_scores_gemma":[0.9989425,0.0006271564,0.0001254735,0.00008273842,0.00003436056,0.0001877543],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001021436,0.00001116323,0.9531397,0.001116861,0.0000650224,0.00001325944,0.0003410659,0.00001975706,0.000004602855,0.002811274,0.000136881,0.04223824],"study_design_scores_gemma":[0.0009227549,0.0007648531,0.9950014,0.00007201023,0.00002093449,0.00002789668,0.00009139117,0.001006161,0.000009565117,0.0001667246,0.001861209,0.0000550419],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9023016,0.01657109,0.001251441,0.07879003,0.00003502406,0.0005735775,0.000028981,0.00002161637,0.0004266457],"genre_scores_gemma":[0.9909429,0.003751994,0.001608018,0.003489997,0.00007862199,0.00002936787,0.0000150283,0.000008185173,0.0000759029],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08864129,"threshold_uncertainty_score":0.2246955,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03026298604720444,"score_gpt":0.3096024951958982,"score_spread":0.2793395091486938,"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."}}