{"id":"W1480301635","doi":"10.5772/23830","title":"Insulin Use in Gestational Diabetes – Pragmatic Protocols for Self-Management and for Labour and Delivery","year":2011,"lang":"en","type":"book-chapter","venue":"InTech eBooks","topic":"Gestational Diabetes Research and Management","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre","funders":"","keywords":"Gestational diabetes; Medicine; Insulin delivery; Insulin; Diabetes mellitus; Obstetrics; Gestation; Pregnancy; Internal medicine; Endocrinology; Type 1 diabetes; Biology","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":[],"consensus_categories":[],"category_scores_codex":[0.0003061291,0.0002534053,0.0003589115,0.0004300996,0.00005115309,0.00006216758,0.00008076297,0.0001416331,0.0000273613],"category_scores_gemma":[0.000119304,0.0002354556,0.0000665109,0.00001263545,0.00009067496,0.00006724236,0.0001276681,0.0001766004,0.000005380035],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008832354,"about_ca_system_score_gemma":0.0000820452,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000011186,"about_ca_topic_score_gemma":0.00004016189,"domain_scores_codex":[0.9986772,0.00001266959,0.0003605331,0.0003891173,0.0002586608,0.0003018506],"domain_scores_gemma":[0.9989195,0.0003620042,0.0001266486,0.0001839115,0.0002769743,0.0001309754],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001488384,0.000348638,0.001750567,0.03604297,0.001859428,0.00008228987,0.0007792887,7.201289e-7,0.00101175,0.8002738,0.00365128,0.1527108],"study_design_scores_gemma":[0.008362724,0.002215552,0.01374407,0.00457992,0.00034892,0.000005054421,0.00006131397,0.0002759301,0.001295,0.2763904,0.6920828,0.0006382765],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"other","genre_scores_codex":[0.08209709,0.001928373,0.0122029,0.001738163,0.0002934706,0.5863882,0.003836858,0.0007095342,0.3108055],"genre_scores_gemma":[0.03738541,0.0003677293,0.09490215,0.001521101,0.000167778,0.1464112,0.0007267969,0.0002437124,0.7182742],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.6884316,"threshold_uncertainty_score":0.9601603,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04349483711524133,"score_gpt":0.2988593679801591,"score_spread":0.2553645308649178,"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."}}