{"id":"W4405621858","doi":"10.48550/arxiv.2408.12029","title":"Federated Diabetes Prediction in Canadian Adults Using Real-world Cross-Province Primary Care Data","year":2024,"lang":"en","type":"article","venue":"PubMed","topic":"Cardiovascular Health and Risk Factors","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alberta Children's Hospital; University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Primary care; Diabetes mellitus; Medicine; Gerontology; Family medicine; Endocrinology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.00212484,0.0007534325,0.0006297076,0.000901366,0.001149604,0.001080025,0.001428633,0.0005319686,0.0008879767],"category_scores_gemma":[0.005896947,0.0002615581,0.0008028268,0.001891062,0.0004643285,0.0007392689,0.0009948807,0.0009379676,0.0003058174],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008256329,"about_ca_system_score_gemma":0.01024171,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8800225,"about_ca_topic_score_gemma":0.8554465,"domain_scores_codex":[0.9989191,0.000184508,0.00005585394,0.0003693733,0.0002520704,0.0002190897],"domain_scores_gemma":[0.9976878,0.000500813,0.0001838795,0.0004816978,0.000955518,0.0001902803],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.001844963,0.0008274281,0.3377069,0.0001914131,0.0006632138,0.0006242069,0.0005689767,0.4008899,0.002343279,0.002082022,0.01542438,0.2368332],"study_design_scores_gemma":[0.0000983908,0.0001098357,0.09032084,0.00003572557,0.0001166634,0.0001153281,0.0005238946,0.902328,0.002238421,0.001408283,0.002653535,0.00005104559],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9556126,0.0004994008,0.02964425,0.001290432,0.000091332,0.0002044771,0.008357082,0.001723951,0.002576479],"genre_scores_gemma":[0.9786797,0.0001542994,0.01434045,0.0001001721,0.00002104238,0.00003339508,0.005858295,0.00001913888,0.000793631],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1199775,"threshold_uncertainty_score":0.2413682,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03163190335840461,"score_gpt":0.2850006654083178,"score_spread":0.2533687620499132,"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."}}