{"id":"W4387328401","doi":"10.1016/s2213-8587(23)00259-0","title":"Faster and faster: meeting the challenges of delayed insulin action during pregnancy","year":2023,"lang":"en","type":"letter","venue":"The Lancet Diabetes & Endocrinology","topic":"Diabetes Management and Research","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"Lunenfeld-Tanenbaum Research Institute","funders":"","keywords":"Medicine; Pregnancy; Action (physics); Insulin; MEDLINE; Intensive care medicine; Obstetrics; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006972216,0.0009765206,0.002230572,0.0008175705,0.002925132,0.004536508,0.001809908,0.03714144,0.004988694],"category_scores_gemma":[0.05191735,0.0008552562,0.001234666,0.000757642,0.004453838,0.007062485,0.002267228,0.04921757,0.003856688],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003822501,"about_ca_system_score_gemma":0.004615091,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004273837,"about_ca_topic_score_gemma":0.006995976,"domain_scores_codex":[0.9942351,0.002415871,0.0006293606,0.0004743928,0.001609013,0.0006362864],"domain_scores_gemma":[0.9759322,0.01698545,0.001616662,0.0005188717,0.001656672,0.003290102],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002008819,0.0000571851,0.0009595073,0.0002205278,0.00004973581,0.00304975,0.0004147078,0.00008938181,0.0003079005,0.006626589,0.9530621,0.03496175],"study_design_scores_gemma":[0.0005062581,0.0003047101,0.002136901,0.001549788,0.0001172909,0.007838907,0.001774636,0.0006726694,0.0003271374,0.04312379,0.9414938,0.0001539617],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0001998177,0.003528473,0.00006484058,0.9833682,0.01208576,0.000002864302,0.00001186443,0.000008926006,0.0007292739],"genre_scores_gemma":[0.004994627,0.006429058,0.000252629,0.8605653,0.1257103,0.00003117034,0.0000145605,0.00002815388,0.0019743],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.03714144,"threshold_uncertainty_score":0.03687298,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07438935433203561,"score_gpt":0.3109240118049655,"score_spread":0.2365346574729299,"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."}}