{"id":"W4383303146","doi":"10.1111/dom.15186","title":"Development and validation of a real‐world model to predict 1‐year Level 3 (severe) hypoglycaemia risk in adults with diabetes (the <scp>iNPHORM</scp> study, United States)","year":2023,"lang":"en","type":"article","venue":"Diabetes Obesity and Metabolism","topic":"Diabetes Management and Research","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Robarts Clinical Trials; Western University","funders":"Sanofi","keywords":"Medicine; Diabetes mellitus; Gerontology; Pediatrics; Environmental health; 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":[0.01525327,0.0008802094,0.0007283489,0.001110973,0.0004386333,0.001705768,0.001479636,0.001046626,0.001899961],"category_scores_gemma":[0.01804489,0.0005400106,0.00154216,0.0006974253,0.0004596745,0.0007364976,0.001121121,0.001128017,0.0004503184],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001362637,"about_ca_system_score_gemma":0.001848339,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01304729,"about_ca_topic_score_gemma":0.01053632,"domain_scores_codex":[0.9970989,0.00216015,0.0001408135,0.0003664436,0.0001025119,0.000131135],"domain_scores_gemma":[0.9907156,0.006753084,0.00069389,0.0005729183,0.0009952263,0.0002692545],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001291752,0.001477272,0.5392825,0.0001904632,0.001385987,0.0002572434,0.000757223,0.4089204,0.0006505611,0.001901606,0.004646789,0.03923826],"study_design_scores_gemma":[0.0001418077,0.0004323694,0.03673945,0.00006337887,0.00012044,0.0000764533,0.0001643984,0.9600027,0.0002117323,0.001158076,0.0008524001,0.00003674246],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8899291,0.000211074,0.1025164,0.00102183,0.0001110593,0.0006145656,0.00403324,0.0005130162,0.001049764],"genre_scores_gemma":[0.9521635,0.00007485114,0.04165861,0.0001344197,0.0000236162,0.0005805806,0.004844913,0.00003397135,0.0004855407],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01525327,"threshold_uncertainty_score":0.08066797,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02406052943566218,"score_gpt":0.2568736959968429,"score_spread":0.2328131665611807,"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."}}