{"id":"W4308784330","doi":"10.1016/j.jcjd.2022.09.017","title":"Investigating Alpha and Beta Cell Phenotypes in Type 1 Diabetes","year":2022,"lang":"en","type":"article","venue":"Canadian Journal of Diabetes","topic":"Diabetes and associated disorders","field":"Biochemistry, Genetics and Molecular Biology","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Alberta Hospital Edmonton","funders":"","keywords":"Medicine; BETA (programming language); Alpha (finance); Beta cell; Phenotype; Type 2 diabetes; Diabetes mellitus; Genetics; Endocrinology; Gene; Clinical psychology; Biology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0006342597,0.0002721873,0.0002261804,0.001073796,0.0003455565,0.0006522164,0.000255635,0.0002447165,0.001430153],"category_scores_gemma":[0.0005803273,0.0001364562,0.0001737736,0.0009294823,0.0002661163,0.0002146121,0.0002503287,0.0005972537,0.0001607649],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004995543,"about_ca_system_score_gemma":0.0003214957,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0115451,"about_ca_topic_score_gemma":0.01138928,"domain_scores_codex":[0.9998369,0.00004419114,0.00001110219,0.00002415294,0.00004111908,0.00004250692],"domain_scores_gemma":[0.9996839,0.00008131914,0.00006363558,0.00001622166,0.00008180856,0.0000732082],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.006012405,0.0003058702,0.3971145,0.0003910185,0.0001060894,0.002467305,0.001491516,0.0002771338,0.5284775,0.0007945435,0.0007384809,0.06182364],"study_design_scores_gemma":[0.00004839239,0.0006252156,0.9556792,0.00006330269,0.0001095629,0.001630911,0.001227373,0.0002347671,0.03659827,0.0004468543,0.003322353,0.00001389642],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.990159,0.004376243,0.0005173725,0.0001162192,0.00002815877,0.0000268555,0.0003501185,0.00001245256,0.004413596],"genre_scores_gemma":[0.9941869,0.002730998,0.0008527846,0.0001582165,0.00001925548,0.00002221798,0.0002852662,0.000009932536,0.001734572],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0115451,"threshold_uncertainty_score":0.02295578,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005884981742742825,"score_gpt":0.1895251918055864,"score_spread":0.1836402100628435,"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."}}