{"id":"W4402537412","doi":"10.1111/dme.15433","title":"Readiness for behaviour change after gestational diabetes mellitus: A prospective cohort study","year":2024,"lang":"en","type":"article","venue":"Diabetic Medicine","topic":"Gestational Diabetes Research and Management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; St. Michael's Hospital; Health Sciences Centre; Mount Sinai Hospital; Sunnybrook Health Science Centre; Women's College Hospital","funders":"Banting and Best Diabetes Centre, University of Toronto; Novo Nordisk; University of Toronto; Lawson Foundation","keywords":"Medicine; Gestational diabetes; Prospective cohort study; Diabetes mellitus; Cohort study; Cohort; Obstetrics; Gestation; Pregnancy; Pediatrics; Internal medicine; Endocrinology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.001077094,0.0002988837,0.0003247453,0.0004695493,0.0009465336,0.0007075226,0.0005750703,0.0004407254,0.001248528],"category_scores_gemma":[0.002511252,0.000381827,0.0007158199,0.001288283,0.0002484849,0.0004489004,0.0005606325,0.0009550574,0.0002136523],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001327771,"about_ca_system_score_gemma":0.002111533,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2785669,"about_ca_topic_score_gemma":0.3039025,"domain_scores_codex":[0.9994254,0.00009665565,0.00004763398,0.0001293678,0.0001318225,0.0001691448],"domain_scores_gemma":[0.9988674,0.00009107078,0.0004353226,0.0001525118,0.0001774513,0.0002762894],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007677394,0.00003745883,0.99887,0.000007361106,0.00004593501,0.00003531879,0.0001175064,0.000009720321,0.00004933403,0.000009468709,0.0001384955,0.0006025817],"study_design_scores_gemma":[0.00001058494,0.00006274638,0.9994977,0.000009634645,0.00002008779,0.00004233887,0.0001758658,0.00004352283,0.000008691991,0.000005951547,0.0001200817,0.000002803665],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9980803,0.0001834158,0.00007156654,0.00009278771,0.000008929679,0.00005202988,0.001159835,0.000003433504,0.0003476524],"genre_scores_gemma":[0.9981101,0.0002334718,0.0001685516,0.0000552064,0.000006812501,0.00006129492,0.001005776,0.000003003108,0.0003557704],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2785669,"threshold_uncertainty_score":0.5538909,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02903322611251779,"score_gpt":0.3327529248805878,"score_spread":0.30371969876807,"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."}}