{"id":"W4206802207","doi":"10.2196/33726","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)","year":2022,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Diabetes Management and Research","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Robarts Clinical Trials; Western University","funders":"Sanofi","keywords":"Hypoglycemia; Medicine; Prospective cohort study; Diabetes mellitus; Type 1 diabetes; Incidence (geometry); Type 2 Diabetes Mellitus; Type 2 diabetes; Internal medicine; Insulin; Endocrinology","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":[0.02047038,0.002199885,0.001748845,0.001597544,0.002616724,0.001247172,0.001706508,0.002134848,0.01755846],"category_scores_gemma":[0.01793109,0.001765147,0.002194169,0.002067395,0.001057956,0.001604806,0.00189113,0.003031767,0.004908617],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002149399,"about_ca_system_score_gemma":0.006174373,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003783728,"about_ca_topic_score_gemma":0.004755125,"domain_scores_codex":[0.9852514,0.01041092,0.001974355,0.0009962954,0.0007123587,0.0006546251],"domain_scores_gemma":[0.9877703,0.003614455,0.00206439,0.002704975,0.002747201,0.001098502],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.2333553,0.09558363,0.1667672,0.01093869,0.002437045,0.002513603,0.007487221,0.0298659,0.00912864,0.01298237,0.1898135,0.2391268],"study_design_scores_gemma":[0.1659147,0.1074065,0.4325149,0.003600085,0.001232673,0.0009687456,0.006508479,0.03637719,0.008652455,0.01395607,0.2217539,0.001114343],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.01572866,0.00005185153,0.005485245,0.0002762164,0.0001044924,0.9667088,0.009817065,0.0001323195,0.001695342],"genre_scores_gemma":[0.00551114,0.00005231765,0.003154111,0.0001018301,0.00002144345,0.9897177,0.001194496,0.000004487459,0.0002425371],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.02047038,"threshold_uncertainty_score":0.108259,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3133680316964181,"score_gpt":0.4595119933550138,"score_spread":0.1461439616585957,"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."}}