{"id":"W3094386534","doi":"10.1111/nep.13782","title":"Variability and trends over time and across centres in haemodialysis weekly duration in Australia and New Zealand","year":2020,"lang":"en","type":"article","venue":"Nephrology","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre Hospitalier de l’Université de Montréal","funders":"National Health and Medical Research Council; Royal Australasian College of Physicians","keywords":"Medicine; Interquartile range; Dialysis; Cohort; Duration (music); Demography; Population; Body mass index; Medical prescription; Internal medicine; Environmental health","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001736546,0.00009677476,0.000298469,0.00008014905,0.00001690386,0.00002304447,0.00002174678,0.00008557725,0.0002590501],"category_scores_gemma":[0.00005582394,0.00007979688,0.00002399535,0.0001923059,0.0000818436,0.00005510451,0.00006464255,0.00008583717,0.000004462438],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002005157,"about_ca_system_score_gemma":0.00001070867,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001123706,"about_ca_topic_score_gemma":0.0008645402,"domain_scores_codex":[0.9991687,0.00008527294,0.0002073254,0.0002938088,0.0000724724,0.0001724146],"domain_scores_gemma":[0.9996598,0.00004247995,0.0000377104,0.00008592605,0.000008020851,0.0001660094],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001046154,0.0001564583,0.9543884,0.00007459323,0.0001275016,0.0001085672,0.00313956,0.00004882229,0.004199827,0.0001727883,0.008175118,0.02836225],"study_design_scores_gemma":[0.00245949,0.0001378316,0.9869704,0.000007775088,0.0000919809,0.000003236458,0.0000230773,0.002647014,0.00001389275,0.0001850962,0.007392939,0.00006729986],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9854274,0.00006304424,0.000006326287,0.01424142,0.00001297538,0.000113459,0.00001027201,0.00000920908,0.0001159367],"genre_scores_gemma":[0.9975961,0.00006298674,0.00006374349,0.001399672,0.00007603033,0.000003733025,0.00003700009,0.000004739605,0.0007559342],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.032582,"threshold_uncertainty_score":0.3254023,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02048635811332028,"score_gpt":0.2881923518798683,"score_spread":0.267705993766548,"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."}}