{"id":"W3176336121","doi":"10.22541/au.162454733.37753521/v1","title":"Risk of Recurrent Adverse Outcomes in Gestational Diabetes: a Retrospective Cohort Study","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Gestational Diabetes Research and Management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal Ottawa Mental Health Centre","funders":"South Eastern Sydney Local Health District","keywords":"Medicine; Obstetrics; Gestational diabetes; Pregnancy; Retrospective cohort study; Small for gestational age; Gestational age; Relative risk; Population; Shoulder dystocia; Vaginal delivery; Cohort study; Gestation; Confidence interval; Internal medicine","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":[0.001629767,0.0003616812,0.0005075047,0.0009546799,0.0005219683,0.0006711233,0.0005090905,0.0005006128,0.0007252345],"category_scores_gemma":[0.004094133,0.0006994908,0.0007752894,0.001522679,0.0002934556,0.000528561,0.0007156507,0.0006883843,0.0001559371],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005652412,"about_ca_system_score_gemma":0.0007296664,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01342447,"about_ca_topic_score_gemma":0.0106584,"domain_scores_codex":[0.9988127,0.0002762011,0.0001656179,0.0003890309,0.0002122645,0.0001442012],"domain_scores_gemma":[0.9974802,0.0003230535,0.001235605,0.0003639591,0.0002365986,0.0003605923],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000143091,0.00001994866,0.9990699,0.00001124346,0.0001023585,0.00008476601,0.00004531528,0.00001629219,0.00006272634,0.000007919963,0.00003765956,0.0003988996],"study_design_scores_gemma":[0.00003365889,0.0002320851,0.9985335,0.00001578087,0.00009496085,0.000614761,0.0001422568,0.0001450883,0.00003203873,0.00001315809,0.0001363865,0.000006272732],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9989862,0.0002822569,0.0001110483,0.00001759787,0.000006614033,0.00002920707,0.0004273926,0.000002661327,0.0001370028],"genre_scores_gemma":[0.9987621,0.0002611799,0.0002384522,0.00002882025,0.00001022253,0.00004323911,0.0005463291,0.00000235878,0.0001072832],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01342447,"threshold_uncertainty_score":0.02669263,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01801159506255224,"score_gpt":0.3225593462715992,"score_spread":0.3045477512090469,"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."}}