{"id":"W4389141023","doi":"10.1111/nep.14259","title":"Global variability of vascular and peritoneal access for chronic dialysis","year":2023,"lang":"en","type":"article","venue":"Nephrology","topic":"Central Venous Catheters and Hemodialysis","field":"Health Professions","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; University of Calgary; University of Alberta","funders":"University of Alberta; International Society of Nephrology","keywords":"Medicine; Peritoneal dialysis; Vascular access; Internal medicine; Intensive care medicine; Hemodialysis","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0008029778,0.0001015185,0.0004224685,0.00006402125,0.0003026302,0.00000476451,0.000168639,0.0002374239,0.0002692009],"category_scores_gemma":[0.0001385111,0.00009058938,0.0001630967,0.0003554623,0.0001242678,0.00005408051,0.0001918616,0.000113474,0.00001950304],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001338997,"about_ca_system_score_gemma":0.0002089305,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006753505,"about_ca_topic_score_gemma":0.001142684,"domain_scores_codex":[0.9984899,0.0002910418,0.0003439366,0.0002941854,0.00009360694,0.000487336],"domain_scores_gemma":[0.998942,0.0004804777,0.0001179088,0.0002906571,0.0000827355,0.00008622446],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004782236,0.0002403088,0.9346883,0.001361786,0.0007652412,0.000004986779,0.003611711,0.0002831389,0.002458181,0.01228383,0.01831121,0.02551307],"study_design_scores_gemma":[0.002308553,0.0003557312,0.8772909,0.00001716082,0.0004518096,0.000001142501,0.0001999249,0.005886671,0.00002561567,0.01417576,0.09908295,0.0002037616],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9952166,0.0001226814,0.001553205,0.001450189,0.0002731527,0.0006539104,0.0001368854,0.00006994718,0.0005234159],"genre_scores_gemma":[0.9983675,0.0002420242,0.0001746025,0.0005353341,0.0003522006,0.000191408,0.00006706078,0.0000110374,0.00005880424],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08077174,"threshold_uncertainty_score":0.3694128,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04050119551627297,"score_gpt":0.3909582133595368,"score_spread":0.3504570178432639,"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."}}