{"id":"W3000598319","doi":"10.2196/15646","title":"EXamining ouTcomEs in chroNic Disease in the 45 and Up Study (the EXTEND45 Study): Protocol for an Australian Linked Cohort Study","year":2020,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Chronic Kidney Disease and Diabetes","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"New South Wales Government; NSW Ministry of Health; Eli Lilly and Company; National Heart Foundation of Australia; Cancer Council NSW; Amgen","keywords":"Medicine; Population; Cohort; Disease; Family medicine; Cohort study; Kidney disease; Disease management; Gerontology; Environmental health; Pathology; Internal medicine","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":[0.04705971,0.002150065,0.002681181,0.002848629,0.003707182,0.002381347,0.003103738,0.002387674,0.02416374],"category_scores_gemma":[0.03282416,0.002497418,0.002671589,0.003874484,0.001555825,0.001761654,0.003393818,0.003408944,0.006852622],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004321384,"about_ca_system_score_gemma":0.01372013,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01375139,"about_ca_topic_score_gemma":0.02410683,"domain_scores_codex":[0.9769338,0.01508223,0.003695406,0.001868309,0.001410995,0.001009243],"domain_scores_gemma":[0.9842231,0.003148249,0.002041033,0.003638822,0.005567477,0.001381344],"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":[0.08221457,0.01564194,0.08340713,0.05045697,0.002942227,0.003948513,0.01941149,0.01107767,0.008449142,0.03089703,0.5253237,0.1662297],"study_design_scores_gemma":[0.0480972,0.01018206,0.227984,0.01922219,0.001430462,0.00122044,0.005079823,0.007546706,0.003087545,0.01576083,0.659601,0.0007877682],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.006302769,0.0003621266,0.007236161,0.0003379144,0.000232153,0.9630221,0.01883048,0.0001460524,0.003530277],"genre_scores_gemma":[0.002798772,0.0001495571,0.006771983,0.0001853125,0.00002232075,0.9856346,0.003646467,0.00001319092,0.0007778376],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.04705971,"threshold_uncertainty_score":0.2488785,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4711986087377565,"score_gpt":0.5934783116988787,"score_spread":0.1222797029611222,"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."}}