{"id":"W1490481429","doi":"10.2196/resprot.3299","title":"Rural Versus Urban Health Service Utilization and Outcomes for Renal Patients in New South Wales: Protocol for a Data Linkage Study","year":2015,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Chronic Kidney Disease and Diabetes","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Kidney Health Australia","keywords":"Kidney disease; Medicine; Cohort; Renal replacement therapy; Population; Cohort study; Record linkage; End stage renal disease; Retrospective cohort study; Dialysis; Disease; Internal medicine; 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":[0.06420244,0.001597803,0.003224493,0.004299798,0.003688424,0.002627503,0.003151992,0.002067954,0.02696935],"category_scores_gemma":[0.05689522,0.002249918,0.003216665,0.006381892,0.001624561,0.002477707,0.004614267,0.002425784,0.004520612],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007261042,"about_ca_system_score_gemma":0.02716022,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01632024,"about_ca_topic_score_gemma":0.02428783,"domain_scores_codex":[0.9481923,0.032696,0.01102558,0.002622329,0.003139754,0.002324001],"domain_scores_gemma":[0.9620768,0.008808723,0.006529876,0.006482539,0.01392531,0.002176668],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.08933549,0.01667551,0.1566593,0.08711783,0.005670555,0.003971531,0.0337153,0.008367312,0.006483154,0.02505251,0.3350402,0.2319113],"study_design_scores_gemma":[0.06438313,0.01340946,0.3217247,0.03062523,0.002039142,0.001133236,0.01333795,0.007197178,0.003340003,0.008895965,0.5330227,0.0008913947],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.008146631,0.0002193561,0.003687661,0.0002734225,0.0001122004,0.966482,0.01770613,0.00007334992,0.003299225],"genre_scores_gemma":[0.00404526,0.00008319733,0.003794594,0.0001274545,0.00001120715,0.9893734,0.002204237,0.000007446869,0.0003532929],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.06420244,"threshold_uncertainty_score":0.3395391,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6496358701151016,"score_gpt":0.625120193823615,"score_spread":0.02451567629148665,"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."}}