{"id":"W4397043219","doi":"10.1681/asn.20233411s1373a","title":"The Prevalence of CKD in Australian Primary Care: Analysis of a National General Practice Dataset","year":2023,"lang":"en","type":"article","venue":"Journal of the American Society of Nephrology","topic":"Healthcare cost, quality, practices","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Primary care; Medicine; General practice; Family medicine; Pediatrics; Gerontology; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.005923351,0.0003820061,0.001255461,0.002790627,0.0008075174,0.001232954,0.001397683,0.0009374673,0.000813186],"category_scores_gemma":[0.0175944,0.0007021677,0.001159538,0.007533285,0.0005792803,0.0007657745,0.003162398,0.001075426,0.0003420379],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003483292,"about_ca_system_score_gemma":0.003504749,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2335391,"about_ca_topic_score_gemma":0.2097217,"domain_scores_codex":[0.9937649,0.002478464,0.001035121,0.0009683803,0.001320636,0.0004324995],"domain_scores_gemma":[0.9878819,0.00201433,0.004763865,0.001417429,0.002987399,0.0009351253],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001494807,0.00008763732,0.9922026,0.0002848381,0.0003789026,0.00008084199,0.0005335078,0.0003522898,0.00008826017,0.00005483524,0.002551679,0.003235076],"study_design_scores_gemma":[0.00002286684,0.00002939923,0.998616,0.00002988716,0.0000461044,0.00006143569,0.0001081765,0.0005247014,0.00001154821,0.00002253937,0.0005220898,0.000005194734],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9719697,0.0008398678,0.0004856097,0.0004805529,0.00001662355,0.0003793589,0.02451888,0.00004617108,0.001263283],"genre_scores_gemma":[0.9642152,0.0006443177,0.002374146,0.0004946166,0.00003491945,0.0007245505,0.0311881,0.00001340652,0.000310771],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2335391,"threshold_uncertainty_score":0.4643595,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3530122603518364,"score_gpt":0.5431384931519099,"score_spread":0.1901262328000735,"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."}}