{"id":"W4413802615","doi":"10.1111/cob.70043","title":"Measuring and Managing Obesity in Pregnancy Using the Edmonton Obesity Staging System: A Scoping Review","year":2025,"lang":"en","type":"review","venue":"Clinical Obesity","topic":"Bariatric Surgery and Outcomes","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa; University of Alberta","funders":"Obesity Canada","keywords":"Medicine; Obesity; Pregnancy; Gerontology; Internal medicine","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":[0.005222099,0.001335126,0.003094413,0.01269232,0.0007820018,0.002270669,0.001578617,0.00164356,0.005285213],"category_scores_gemma":[0.02274184,0.0006539539,0.003870032,0.01175186,0.0007263251,0.002044688,0.001592695,0.001277425,0.0007221599],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002641353,"about_ca_system_score_gemma":0.01237115,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01149626,"about_ca_topic_score_gemma":0.02378203,"domain_scores_codex":[0.997031,0.0007703009,0.001142424,0.000200774,0.00074996,0.0001055153],"domain_scores_gemma":[0.9882658,0.00856992,0.00156356,0.0001754624,0.001294674,0.0001306388],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.00005613585,0.00003042446,0.0005271256,0.5423416,0.0009487056,0.0001483074,0.0003897433,0.0002939348,0.0001831497,0.001619129,0.01263183,0.4408299],"study_design_scores_gemma":[0.00002165263,0.00004610262,0.001490588,0.8669788,0.00321349,0.0004075169,0.0002638914,0.0001138353,0.0001051358,0.0008968215,0.1264384,0.00002383002],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001269657,0.9984432,0.000177588,0.0003964115,0.0001509103,0.0001007099,0.00009931913,0.000006546385,0.0004983745],"genre_scores_gemma":[0.0008554448,0.9982958,0.000382241,0.0001433878,0.00004056748,0.0000871337,0.00007283863,0.000002062847,0.0001205956],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01269232,"threshold_uncertainty_score":0.02761739,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.207401106556748,"score_gpt":0.4356123656580003,"score_spread":0.2282112591012522,"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."}}