{"id":"W4313453675","doi":"10.1097/ogx.0000000000001091","title":"Obesity in Pregnancy: A Comprehensive Review of Influential Guidelines","year":2023,"lang":"en","type":"review","venue":"Obstetrical & Gynecological Survey","topic":"Gestational Diabetes Research and Management","field":"Medicine","cited_by":34,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Obesity; Pregnancy; Obstetrics; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001027268,0.0004461734,0.003711916,0.0005379919,0.00003517409,0.00001582322,0.0004232644,0.0004190398,0.0006091963],"category_scores_gemma":[0.06426165,0.0002993673,0.0007325592,0.003434481,0.0001466212,0.00004090489,0.0005782244,0.0007542283,0.0004964712],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003182629,"about_ca_system_score_gemma":0.0004541672,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001432374,"about_ca_topic_score_gemma":0.0000325038,"domain_scores_codex":[0.9941486,0.001503168,0.001996723,0.0006888616,0.001030519,0.0006321661],"domain_scores_gemma":[0.9873558,0.01026674,0.0004672026,0.0004906242,0.001080101,0.0003395732],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000126887,0.0005214346,0.00146896,0.2835126,0.0002209294,0.0003174568,0.000001504304,9.740238e-7,7.839372e-8,0.00006172807,0.007388857,0.7064928],"study_design_scores_gemma":[0.0004831812,0.0003655344,0.1384425,0.1393076,0.0003006906,0.000002822764,0.000002043581,0.000006607147,6.534635e-8,0.00004394319,0.7208096,0.0002353771],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00004359892,0.9955499,0.000006240767,0.00009639144,0.0002119458,0.003414661,0.0002393929,0.00006145683,0.0003764536],"genre_scores_gemma":[0.000008863567,0.9965139,0.0003668317,0.0004066992,0.00003663556,0.0003761602,0.001402959,0.00003823492,0.0008497002],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.7134207,"threshold_uncertainty_score":0.9999458,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3785283211697901,"score_gpt":0.484579572858062,"score_spread":0.106051251688272,"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."}}