{"id":"W4403832537","doi":"10.1681/asn.20249dkb6vnk","title":"Crash Dialysis Starts in Northern Alberta: Demographics, Outcomes, and Uptake of Home Therapies","year":2024,"lang":"en","type":"article","venue":"Journal of the American Society of Nephrology","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Demographics; Medicine; Dialysis; Crash; Home dialysis; Emergency medicine; Intensive care medicine; Medical emergency; Demography; Internal medicine; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0005358926,0.0002392736,0.0002391741,0.001164331,0.001089997,0.0009639951,0.0008030923,0.0003071841,0.001512146],"category_scores_gemma":[0.001218765,0.0001966914,0.0002392437,0.002100129,0.0005448997,0.0002891826,0.0007919468,0.0004678451,0.0001584542],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007709237,"about_ca_system_score_gemma":0.006605132,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.8801029,"about_ca_topic_score_gemma":0.9191337,"domain_scores_codex":[0.9994603,0.00004513232,0.00003627594,0.00007656348,0.0001988177,0.0001829027],"domain_scores_gemma":[0.9985363,0.00009724496,0.0004459255,0.00004472016,0.0003781378,0.0004976001],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004540895,0.00001976181,0.9982558,0.000008394471,0.00001384948,0.0001099262,0.0002556426,0.00004153878,0.00005206386,0.00001378408,0.0002341519,0.0009497805],"study_design_scores_gemma":[0.000003441711,0.00003027341,0.9984433,0.0000108397,0.000009346355,0.0001104207,0.001069121,0.00009514798,0.00001779624,0.000008642596,0.0001988019,0.000002925369],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9978083,0.0002309855,0.0000401791,0.00008124068,0.000003844771,0.00001599013,0.00099185,0.000005584562,0.0008221161],"genre_scores_gemma":[0.9986533,0.0001492477,0.00005568741,0.00005873668,0.00000566277,0.000007899781,0.0008271186,0.000001792802,0.0002404658],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8801029,"threshold_uncertainty_score":0.2412063,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009818160590550741,"score_gpt":0.2585371448821911,"score_spread":0.2487189842916404,"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."}}