{"id":"W3177019420","doi":"10.1097/ogx.0000000000000899","title":"Diagnosis and Management of Gestational Diabetes Mellitus: An Overview of National and International Guidelines","year":2021,"lang":"en","type":"review","venue":"Obstetrical & Gynecological Survey","topic":"Gestational Diabetes Research and Management","field":"Medicine","cited_by":94,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Gestational diabetes; Nice; Guideline; Obstetrics; Pregnancy; Obstetrics and gynaecology; Incidence (geometry); Diabetes mellitus; Gynecology; Gestation","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01137206,0.001324817,0.001930927,0.009894186,0.0008414332,0.002175838,0.002412362,0.002363113,0.003496788],"category_scores_gemma":[0.02367982,0.0005848938,0.002013619,0.007973558,0.0009605697,0.002056006,0.002027356,0.003636714,0.001437187],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005151541,"about_ca_system_score_gemma":0.01555759,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0187738,"about_ca_topic_score_gemma":0.02409537,"domain_scores_codex":[0.9898516,0.00323421,0.00331168,0.0005339097,0.002711937,0.0003566908],"domain_scores_gemma":[0.9864536,0.005074889,0.002114493,0.0002440993,0.005419028,0.0006940239],"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":[0.000104659,0.0001256642,0.002880545,0.0270216,0.0002486306,0.0003682754,0.0006291897,0.0007879522,0.0002669567,0.006456,0.1729888,0.7881218],"study_design_scores_gemma":[0.00009528128,0.0001459035,0.008382791,0.1614141,0.0006350169,0.001670173,0.0005920261,0.0005302679,0.0001664655,0.004123002,0.8221693,0.00007561756],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0007224513,0.9586117,0.001945336,0.02851239,0.001544044,0.0003066065,0.0007598828,0.00009067681,0.007506908],"genre_scores_gemma":[0.004987706,0.9745272,0.01131401,0.005642494,0.00110468,0.000441711,0.001146669,0.00003398957,0.0008017119],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.0187738,"threshold_uncertainty_score":0.06014192,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4123766493734747,"score_gpt":0.4842131881042444,"score_spread":0.07183653873076962,"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."}}