{"id":"W4239385263","doi":"10.21203/rs.2.10834/v2","title":"Factors Associated With Dialysis Withdrawal In Dialysis Patients","year":2019,"lang":"en","type":"preprint","venue":"Research Square","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Headwaters Health Care Centre; University of Waterloo","funders":"","keywords":"Dialysis; Medicine; Intensive care 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004824961,0.0001693734,0.0003067866,0.0005666188,0.0003878546,0.0008662917,0.0002861556,0.0005628545,0.004066631],"category_scores_gemma":[0.008144857,0.0001531803,0.0005799477,0.001156928,0.0001631193,0.0003656224,0.0004511913,0.001290845,0.0002910125],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003707056,"about_ca_system_score_gemma":0.0008741907,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006064442,"about_ca_topic_score_gemma":0.004031362,"domain_scores_codex":[0.9994183,0.0001953663,0.00009418527,0.00006455535,0.00009481323,0.0001327084],"domain_scores_gemma":[0.9964256,0.001119127,0.001258128,0.0001489373,0.0002820026,0.0007662727],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002357038,0.00008857,0.9969369,0.00002154726,0.00006169912,0.0000753987,0.00005902837,0.00002263757,0.00005618808,0.00002761806,0.0004757457,0.001939014],"study_design_scores_gemma":[0.000008615658,0.00004727905,0.9992106,0.00001459579,0.0000405024,0.0001092531,0.0001536808,0.00006929967,0.00001970593,0.00005124937,0.0002716247,0.000003608091],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9963648,0.0009542758,0.00005087224,0.0005340884,0.00004898573,0.000008578373,0.0007151065,0.000005100377,0.00131826],"genre_scores_gemma":[0.9985745,0.0003255424,0.0000448491,0.0001110698,0.00008303315,0.000007029517,0.0004142597,0.000003693022,0.000435952],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006064442,"threshold_uncertainty_score":0.01360416,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05738505592284102,"score_gpt":0.3535181157901151,"score_spread":0.2961330598672741,"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."}}