{"id":"W7133546126","doi":"10.18103/mra.v14i2.7256","title":"Holistic Assessment of Obesity in Pregnancy: considering metabolic health","year":2025,"lang":"","type":"article","venue":"Medical Research Archives","topic":"Gestational Diabetes Research and Management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Obesity; Body mass index; Pregnancy; Metabolic disease; Public health; Management of obesity; Metabolic syndrome; Health care","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":[0.002669283,0.0004562854,0.0006217948,0.001265946,0.0007725293,0.002173616,0.000522909,0.000861262,0.001254845],"category_scores_gemma":[0.006071931,0.0001758405,0.000524972,0.0007930237,0.0008668982,0.001638574,0.001645327,0.002094727,0.0003339795],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001414151,"about_ca_system_score_gemma":0.003507776,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004186285,"about_ca_topic_score_gemma":0.01276851,"domain_scores_codex":[0.998647,0.0007779202,0.0001359024,0.00006504574,0.0002965107,0.00007756951],"domain_scores_gemma":[0.9985398,0.0007335356,0.0002340711,0.0000435783,0.0002941038,0.0001549484],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0001792268,0.0001856578,0.02521397,0.005590276,0.0001225204,0.001959222,0.005950299,0.0003577427,0.001495233,0.01140736,0.02438228,0.9231561],"study_design_scores_gemma":[0.00008826137,0.001563967,0.1405041,0.06848992,0.0008139713,0.03311903,0.02971907,0.001780368,0.003142838,0.04212754,0.6783609,0.0002901102],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.04356666,0.7749041,0.0230273,0.09126987,0.005479648,0.0004280564,0.0002765768,0.0001946877,0.06085311],"genre_scores_gemma":[0.1785399,0.7534288,0.0513211,0.008230658,0.001923339,0.0003508482,0.0001910993,0.0000471609,0.005967162],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004186285,"threshold_uncertainty_score":0.0141167,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1010188140257835,"score_gpt":0.4976983272922486,"score_spread":0.3966795132664651,"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."}}