{"id":"W4281793563","doi":"10.2337/db22-372-p","title":"372-P: Predicting Real-World Severe Hypoglycemia in Americans with Diabetes (iNPHORM)","year":2022,"lang":"en","type":"article","venue":"Diabetes","topic":"Diabetes Management and Research","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Proportional hazards model; Generalizability theory; Hypoglycemia; Internal medicine; Type 2 diabetes; Insulin; Diabetes mellitus; Type 1 diabetes; Hazard ratio; Logistic regression; Endocrinology; Psychology; Confidence interval","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003046684,0.0007312193,0.0005462366,0.0008963319,0.0002850583,0.001174197,0.0009285051,0.0005815518,0.008968791],"category_scores_gemma":[0.01130126,0.0002707996,0.001607649,0.00113382,0.00009485907,0.0005362501,0.001355038,0.001004615,0.001819598],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006469582,"about_ca_system_score_gemma":0.001238666,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0136205,"about_ca_topic_score_gemma":0.01514872,"domain_scores_codex":[0.9990976,0.0005116898,0.00007797856,0.0001448892,0.00009506553,0.00007285515],"domain_scores_gemma":[0.9965283,0.001685133,0.0005444376,0.0003203787,0.0006351701,0.000286526],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002156707,0.0005594331,0.7650532,0.0006415236,0.0008454216,0.0002555601,0.0001755997,0.00688893,0.0001781154,0.001174118,0.1065311,0.1155403],"study_design_scores_gemma":[0.001127487,0.00162718,0.796516,0.0009152506,0.00143365,0.0009139256,0.0004679062,0.1414783,0.001046855,0.006295355,0.04804845,0.0001295717],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6179621,0.001829314,0.03136492,0.005801292,0.0003925888,0.001858543,0.3114875,0.003410719,0.02589291],"genre_scores_gemma":[0.7836051,0.001159467,0.0487866,0.00179812,0.0002666224,0.002818117,0.1520562,0.0003148208,0.009195004],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0136205,"threshold_uncertainty_score":0.03000361,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01645990167627225,"score_gpt":0.2671617860874336,"score_spread":0.2507018844111614,"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."}}