{"id":"W3155970116","doi":"10.1210/clinem/dgab244","title":"Searching for Monogenic Diabetes in a High-risk Autoimmune Diabetes Cohort: Needles in a Paperclip Stack","year":2021,"lang":"en","type":"letter","venue":"The Journal of Clinical Endocrinology & Metabolism","topic":"Diabetes and associated disorders","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"BC Children's Hospital; University of British Columbia","funders":"","keywords":"Diabetes mellitus; Autoimmune diabetes; Medicine; Cohort; Stack (abstract data type); Internal medicine; Type 1 diabetes; Computer science; 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":[0.005432637,0.00077019,0.002055706,0.001189556,0.003774248,0.003440598,0.001521262,0.02205319,0.004236278],"category_scores_gemma":[0.03958237,0.0008819691,0.0009904102,0.0007789042,0.001853247,0.003779029,0.001146074,0.02648285,0.003434884],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002562697,"about_ca_system_score_gemma":0.002560311,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00845359,"about_ca_topic_score_gemma":0.01154712,"domain_scores_codex":[0.9962035,0.001490078,0.0006688875,0.0005366583,0.0007638531,0.0003370673],"domain_scores_gemma":[0.9701446,0.01962527,0.001065854,0.001109515,0.003808227,0.004246541],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0002162324,0.000121998,0.01049218,0.00006911058,0.00008805656,0.005888585,0.000288036,0.00005617322,0.0003479902,0.001485661,0.9563575,0.02458859],"study_design_scores_gemma":[0.001485174,0.0007303469,0.03443602,0.002670795,0.000745306,0.04982671,0.00485369,0.003662969,0.001398027,0.06389097,0.8357559,0.0005440784],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.00149707,0.001236996,0.0001760195,0.9788529,0.01703372,0.000008907452,0.00007899581,0.00002464044,0.001090744],"genre_scores_gemma":[0.0101902,0.00151515,0.0005447947,0.9117859,0.07344415,0.00002625792,0.00005758331,0.00003916802,0.00239691],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02205319,"threshold_uncertainty_score":0.02873087,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0204162335242387,"score_gpt":0.3056961911995852,"score_spread":0.2852799576753465,"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."}}