{"id":"W2122987963","doi":"10.1258/om.2008.080007","title":"Type 2 diabetes in pregnancy: importance of optimized care before, during and after pregnancy","year":2008,"lang":"en","type":"review","venue":"Obstetric Medicine","topic":"Gestational Diabetes Research and Management","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital; University of Ottawa","funders":"","keywords":"Seriousness; Medicine; Pregnancy; Offspring; Type 2 diabetes; Obesity; Obstetrics; Diabetes mellitus; Health care; High risk pregnancy; Family medicine; Intensive care medicine; Endocrinology","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00008045769,0.0004149924,0.002201138,0.001155459,0.00003020964,0.000004835149,0.0001603019,0.0001960405,0.0002147052],"category_scores_gemma":[0.001540536,0.0002894984,0.000156593,0.001537023,0.0002102401,0.00006555115,0.000140523,0.0004082276,0.000009439392],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002094438,"about_ca_system_score_gemma":0.0002455268,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001241273,"about_ca_topic_score_gemma":0.000009815212,"domain_scores_codex":[0.9972551,0.00008843756,0.0009337073,0.0005282694,0.000695585,0.0004988295],"domain_scores_gemma":[0.9983081,0.0003412075,0.0003343003,0.0005095751,0.0002482501,0.0002585324],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"systematic_review","study_design_scores_codex":[0.00003749162,0.00009718512,0.02515749,0.1692416,0.0002779245,0.0008560079,0.0004224956,7.495091e-7,7.935148e-7,0.00002020292,0.0001918804,0.8036962],"study_design_scores_gemma":[0.01054569,0.002206586,0.08755507,0.6454726,0.001720314,0.0000712578,0.000272226,0.0000271173,0.000005929926,0.00004916915,0.2513032,0.0007707729],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002768564,0.9930074,5.974427e-7,0.00003654731,0.0001824068,0.002188586,0.00002511227,0.0000229479,0.001767841],"genre_scores_gemma":[0.001746775,0.9952502,0.0003808726,0.00002439162,0.00007918527,0.000387717,0.0003325664,0.000059441,0.001738876],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8029254,"threshold_uncertainty_score":0.9999557,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02590999491773943,"score_gpt":0.3118026350825688,"score_spread":0.2858926401648294,"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."}}