{"id":"W2040516523","doi":"10.1093/ndt/gfu158","title":"DIALYSIS. EPIDEMIOLOGY, OUTCOME RESEARCH, HEALTH SERVICES 1","year":2014,"lang":"en","type":"article","venue":"Nephrology Dialysis Transplantation","topic":"Medical Case Reports and Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University; University Health Network","funders":"","keywords":"Medicine; Epidemiology; Dialysis; Intensive care medicine; Outcome (game theory); MEDLINE; Family medicine; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006325276,0.0001913746,0.001102414,0.0003880181,0.0003509517,0.000008120548,0.0001018326,0.000238255,0.000239327],"category_scores_gemma":[0.0004413363,0.0001449666,0.0002486291,0.0004217446,0.000373363,0.00006631353,0.00001949484,0.0004663525,0.000100492],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006070625,"about_ca_system_score_gemma":0.00008306827,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001038326,"about_ca_topic_score_gemma":0.001253523,"domain_scores_codex":[0.9959334,0.001427554,0.001016918,0.000533074,0.0004405836,0.0006485147],"domain_scores_gemma":[0.9971051,0.001703167,0.0002468728,0.0004044568,0.0001969776,0.0003434804],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007955612,0.0003238887,0.9460762,0.001729778,0.0008144474,0.0001901141,0.004242603,0.00007644107,0.0008913855,0.00386569,0.002582033,0.03841187],"study_design_scores_gemma":[0.002641911,0.001021873,0.9302104,0.0001197293,0.001074556,0.0003178678,0.0003012512,0.00160017,0.000104122,0.002643391,0.05972089,0.0002438408],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9453654,0.001479773,0.009884301,0.03675536,0.0003120968,0.0006038359,0.00001973518,0.0001957798,0.005383769],"genre_scores_gemma":[0.9798725,0.00263358,0.001063269,0.01518972,0.0004951469,0.00007769565,0.0004308299,0.00001866674,0.000218586],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05713886,"threshold_uncertainty_score":0.5911567,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08979107601264143,"score_gpt":0.4085001842814014,"score_spread":0.31870910826876,"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."}}