{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009103355,0.0002561876,0.0004853777,0.0004256713,0.00007069042,0.00004310316,0.0001056623,0.000058011,0.0008260917],"category_scores_gemma":[0.0004483351,0.000188559,0.00009337432,0.0004641659,0.0001776415,0.0001427003,0.00005242753,0.0002014541,0.00009756211],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001664531,"about_ca_system_score_gemma":0.00009417801,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004685968,"about_ca_topic_score_gemma":0.00001419552,"domain_scores_codex":[0.997479,0.00005812635,0.0003850646,0.0006135169,0.0009206631,0.0005436377],"domain_scores_gemma":[0.9985126,0.0004168809,0.00004141932,0.0003057833,0.0004131958,0.0003101126],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001299387,0.0006002767,0.9788504,0.001326944,0.0005578845,0.0001375753,0.001853828,6.931248e-7,0.0001591206,0.001301717,0.006251441,0.00883017],"study_design_scores_gemma":[0.002077303,0.002199524,0.986561,0.0007139171,0.0007445177,0.000002292124,0.0005950032,0.0009196664,0.0001163113,0.001396611,0.004488692,0.0001851421],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9775668,0.004820024,0.000340686,0.006978117,0.0005398411,0.008346991,0.0001079651,0.0001740956,0.001125514],"genre_scores_gemma":[0.9817375,0.0001334567,0.0003505761,0.0008693553,0.0008252299,0.01249819,0.0005343523,0.0000563587,0.00299498],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008645029,"threshold_uncertainty_score":0.9045125,"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."}}