{"id":"W4321511662","doi":"10.2196/44996","title":"Identification of Patients With Elevated Urine Albumin–to-Creatinine Ratio Levels in a Type 2 Diabetes Mellitus Cohort Based on Data Submitted by Patients via a Smartphone App (SMART-Finder): Protocol for an Observational Study","year":2023,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Chronic Kidney Disease and Diabetes","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Kidney disease; Creatinine; Type 2 Diabetes Mellitus; Population; Diabetes mellitus; Cohort; Internal medicine; Cohort study; Intensive care medicine; Endocrinology; Environmental health","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.02430983,0.002852377,0.003857827,0.001952925,0.002700815,0.001969184,0.001862063,0.002593877,0.0158699],"category_scores_gemma":[0.01852064,0.001680307,0.003862532,0.002452995,0.001697037,0.002099223,0.001801451,0.002264977,0.003728272],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003483262,"about_ca_system_score_gemma":0.01140988,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003421979,"about_ca_topic_score_gemma":0.00387236,"domain_scores_codex":[0.9886038,0.006163525,0.002160832,0.00133872,0.00100756,0.0007255736],"domain_scores_gemma":[0.9885689,0.002058397,0.002308708,0.001537305,0.004334234,0.001192458],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"observational","study_design_scores_codex":[0.4206418,0.07301103,0.2212847,0.05896505,0.0100771,0.002630666,0.006618956,0.009373049,0.007743293,0.009373644,0.08168777,0.09859286],"study_design_scores_gemma":[0.2709027,0.1493746,0.3841888,0.0257313,0.006953344,0.001430752,0.006808828,0.01154415,0.004266235,0.008240546,0.1293886,0.001170042],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.0248204,0.0004560131,0.004565686,0.0003115302,0.0002249252,0.9589379,0.009454634,0.00006922545,0.001159645],"genre_scores_gemma":[0.01041571,0.000137191,0.003943267,0.0001889684,0.00002981358,0.9833329,0.001720007,0.000006384523,0.0002257527],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.02430983,"threshold_uncertainty_score":0.1285642,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.297214562424895,"score_gpt":0.5087861241940037,"score_spread":0.2115715617691087,"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."}}