{"id":"W4403859985","doi":"10.1101/2024.10.25.620359","title":"Evaluation of a Functional Portable Hemodialysis Machine, XKIDNEY","year":2024,"lang":"en","type":"preprint","venue":"bioRxiv (Cold Spring Harbor Laboratory)","topic":"Central Venous Catheters and Hemodialysis","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Hemodialysis; Computer science; 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":[0.0009327182,0.0003552249,0.0002416283,0.0002772546,0.0001658001,0.0003644905,0.0003781518,0.0002672317,0.001676733],"category_scores_gemma":[0.001950413,0.00007145655,0.0001927557,0.0001862172,0.0003259749,0.000434856,0.0002656066,0.0001974674,0.0002527485],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002247172,"about_ca_system_score_gemma":0.0004084401,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005268985,"about_ca_topic_score_gemma":0.0004050466,"domain_scores_codex":[0.9994081,0.000150523,0.00004438095,0.0001016591,0.0002616782,0.00003365786],"domain_scores_gemma":[0.9989342,0.0003512166,0.0001363564,0.00009798212,0.0003606275,0.0001196951],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.003712196,0.001308901,0.03500279,0.001049889,0.0001036961,0.0004990198,0.0004612403,0.003068104,0.7768148,0.0006287547,0.001715993,0.1756347],"study_design_scores_gemma":[0.0004373803,0.07591555,0.1676899,0.0001188292,0.0003495643,0.004415697,0.0007368376,0.02286696,0.7085041,0.0003051209,0.01853498,0.0001249405],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9894756,0.0006171537,0.008196244,0.0001046423,0.0000807226,0.0001754144,0.0003099044,0.000144641,0.0008956543],"genre_scores_gemma":[0.984639,0.0004168128,0.01244519,0.00007678825,0.00003402698,0.00006642986,0.0005513963,0.00002815482,0.001742068],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001676733,"threshold_uncertainty_score":0.005609274,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04800139970133652,"score_gpt":0.3127533201873645,"score_spread":0.2647519204860279,"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."}}