{"id":"W4295925433","doi":"10.2337/figshare.20736862","title":"Derivation and External Validation of a Clinical Model to Predict Heart Failure Onset in Patients with Incident Diabetes","year":2022,"lang":"en","type":"preprint","venue":"","topic":"Heart Failure Treatment and Management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Diabetes mellitus; Cohort; Hazard ratio; Proportional hazards model; Internal medicine; Population; Retrospective cohort study; Cohort study; Demography; Endocrinology; Confidence interval; Environmental health","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":[0.01545621,0.0009621378,0.0009395374,0.001001219,0.0006081278,0.001434491,0.001497728,0.0006940766,0.001726509],"category_scores_gemma":[0.02606319,0.0004282438,0.001280883,0.0006967394,0.0006385996,0.0003604261,0.0012998,0.001380188,0.0005553513],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001793204,"about_ca_system_score_gemma":0.003382385,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.07624024,"about_ca_topic_score_gemma":0.03708629,"domain_scores_codex":[0.9973437,0.001649376,0.0001500569,0.0004267569,0.0002246991,0.0002053736],"domain_scores_gemma":[0.9833657,0.01075848,0.001143905,0.001112886,0.003015525,0.000603474],"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":[0.001831706,0.0003944221,0.7270641,0.00008794647,0.0008245414,0.0003332299,0.0002811647,0.238135,0.0004071194,0.0009785227,0.004563367,0.02509882],"study_design_scores_gemma":[0.0001816793,0.0002853097,0.08638041,0.00007518541,0.0002035376,0.0001215232,0.00008619606,0.9107299,0.0002716765,0.0007123339,0.0009281189,0.00002425725],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.9544489,0.0003059215,0.03885911,0.0006480525,0.00008926849,0.0003870442,0.002543647,0.0002744057,0.002443561],"genre_scores_gemma":[0.9889342,0.00006711313,0.007349891,0.00008401615,0.00002108429,0.0001328352,0.002886842,0.00002498977,0.0004988746],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.07624024,"threshold_uncertainty_score":0.151593,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03061820135744128,"score_gpt":0.3194289712543221,"score_spread":0.2888107698968808,"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."}}