{"id":"W4211066826","doi":"10.2196/preprints.33726","title":"Predicting Real-world Hypoglycemia Risk in American Adults With Type 1 or 2 Diabetes Mellitus Prescribed Insulin and/or Secretagogues: Protocol for a Prospective, 12-Wave Internet-Based Panel Survey With Email Support (the iNPHORM [Investigating Novel Predictions of Hypoglycemia Occurrence Using Real-world Models] Study) (Preprint)","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Diabetes Management and Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Robarts Clinical Trials; Western University","funders":"","keywords":"Hypoglycemia; Medicine; Prospective cohort study; Diabetes mellitus; Type 1 diabetes; Type 2 Diabetes Mellitus; Incidence (geometry); Type 2 diabetes; Insulin; Internal medicine; 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":[0.01566766,0.001660851,0.001279167,0.001228403,0.002006222,0.00129444,0.001599954,0.001965091,0.03760759],"category_scores_gemma":[0.02043247,0.001702029,0.002196124,0.001850675,0.0008523392,0.001476371,0.001870212,0.00287165,0.01100287],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001964252,"about_ca_system_score_gemma":0.005589989,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004563102,"about_ca_topic_score_gemma":0.004926644,"domain_scores_codex":[0.9899691,0.006776849,0.001543709,0.0007038483,0.0005984976,0.0004079854],"domain_scores_gemma":[0.9874257,0.003875345,0.002016162,0.002678087,0.003097679,0.0009070027],"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":[0.1177529,0.03964527,0.09552065,0.009964912,0.002156384,0.001056032,0.00362381,0.01496307,0.004315217,0.01165504,0.5144578,0.184889],"study_design_scores_gemma":[0.1310306,0.05687765,0.3678107,0.004929991,0.001269778,0.0007111293,0.005899274,0.02130326,0.006963633,0.01506766,0.3870946,0.001041731],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.01849191,0.00008602174,0.008057316,0.0007812901,0.0003676922,0.9212818,0.04693339,0.0002667078,0.003733969],"genre_scores_gemma":[0.004570001,0.00006515668,0.003414995,0.0002016087,0.00003762189,0.9869905,0.004054394,0.000007868503,0.0006578445],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.03760759,"threshold_uncertainty_score":0.1258099,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1295810205612732,"score_gpt":0.347901249622387,"score_spread":0.2183202290611138,"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."}}