{"id":"W4315471319","doi":"10.1210/jendso/bvad003","title":"Barriers to Screening: An Analysis of Factors Impacting Screening for Type 1 Diabetes Prevention Trials","year":2023,"lang":"en","type":"article","venue":"Journal of the Endocrine Society","topic":"Diabetes Management and Research","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"SickKids Foundation; Hospital for Sick Children; University of Toronto","funders":"Eunice Kennedy Shriver National Institute of Child Health and Human Development; National Center for Advancing Translational Sciences; National Institute of Child Health and Human Development; National Institute of Diabetes and Digestive and Kidney Diseases; National Institute of Allergy and Infectious Diseases; National Institutes of Health","keywords":"Medicine; Clinical trial; Logistic regression; Internal medicine","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":[0.003884557,0.0001083887,0.0006783186,0.0003363056,0.0001504209,0.00003524777,0.0002393552,0.00003224616,0.00010438],"category_scores_gemma":[0.004669734,0.00006334504,0.001595313,0.001829441,0.00003528149,0.0001530672,0.0001128882,0.0001990194,4.752193e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004312633,"about_ca_system_score_gemma":0.00008251092,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006103341,"about_ca_topic_score_gemma":0.000002229201,"domain_scores_codex":[0.9982321,0.0001800581,0.0006042311,0.0001165112,0.0005453349,0.0003217325],"domain_scores_gemma":[0.9981017,0.0005437751,0.0005421435,0.0002123419,0.0003441604,0.0002558578],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000488992,0.0001022151,0.8896011,0.0002516497,0.01677529,0.000002719828,0.001863265,0.01210391,0.03166687,0.00002568059,0.02356027,0.02355809],"study_design_scores_gemma":[0.006214198,0.003526729,0.8312556,0.00074317,0.0169168,0.000001609558,0.02315773,0.06430454,0.0426957,0.0002664054,0.010553,0.0003644789],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9960626,0.00006049529,0.001361629,0.001813154,0.0002159942,0.0004173999,0.00001319358,0.00001709273,0.00003843906],"genre_scores_gemma":[0.9939217,0.00002789183,0.004008764,0.0001284294,0.000281669,0.000003688811,0.00001922561,0.00001997516,0.001588675],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05834541,"threshold_uncertainty_score":0.5590445,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.183052677056333,"score_gpt":0.455963233678642,"score_spread":0.272910556622309,"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."}}