{"id":"W4294868478","doi":"10.1111/aogs.14450","title":"Risk of gestational diabetes mellitus in relation to early pregnancy and gestational weight gain before diagnosis: A population‐based cohort study","year":2022,"lang":"en","type":"article","venue":"Acta Obstetricia Et Gynecologica Scandinavica","topic":"Gestational Diabetes Research and Management","field":"Medicine","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Forskningsrådet om Hälsa, Arbetsliv och Välfärd; Stockholms Läns Landsting; Karolinska Institutet","keywords":"Medicine; Gestational diabetes; Pregnancy; Obstetrics; Gestation; Weight gain; Cohort study; Cohort; Diabetes mellitus; Population; Gynecology; Body weight; Internal medicine; Endocrinology; Environmental health","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001009146,0.0004119842,0.0005197027,0.0006748732,0.0004998956,0.0007975853,0.0005488772,0.0006801413,0.001034952],"category_scores_gemma":[0.001972635,0.0006121434,0.0009768617,0.001741272,0.0002461554,0.0003819686,0.0005127682,0.000906812,0.000195793],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003578478,"about_ca_system_score_gemma":0.0005737388,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01326757,"about_ca_topic_score_gemma":0.01155128,"domain_scores_codex":[0.9993469,0.000152536,0.00007019036,0.0002144212,0.0001123475,0.0001036281],"domain_scores_gemma":[0.9989517,0.0001699078,0.000399171,0.0001864398,0.0001154757,0.0001772984],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001847452,0.00004109443,0.9985982,0.0000103662,0.0002183507,0.0000889862,0.0000603723,0.000033162,0.0001710536,0.00001255012,0.00007562547,0.0005056437],"study_design_scores_gemma":[0.0000251721,0.0001071038,0.9990973,0.00001185179,0.0001265056,0.0002095745,0.00009479861,0.0001295252,0.00002921213,0.00001735214,0.0001458791,0.000005662749],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9983237,0.0003714727,0.000151892,0.00004114936,0.00001080161,0.00001734656,0.0008724848,0.000003582567,0.0002074377],"genre_scores_gemma":[0.9984829,0.0003066713,0.0001891393,0.00004052729,0.00001088275,0.00003448259,0.0007306418,0.000003165962,0.0002017868],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01326757,"threshold_uncertainty_score":0.02638072,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01448717109628606,"score_gpt":0.280268913794487,"score_spread":0.265781742698201,"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."}}