{"id":"W2151461926","doi":"10.1114/1.1497382","title":"Monitoring Hemodialysis Vascular Access by Digital Phonoangiography","year":2002,"lang":"en","type":"article","venue":"Annals of Biomedical Engineering","topic":"Central Venous Catheters and Hemodialysis","field":"Health Professions","cited_by":11,"is_retracted":false,"has_abstract":false,"ca_institutions":"Toronto General Hospital; World Wildlife Fund Canada","funders":"","keywords":"Vascular access; The Internet; Computer science; Digital signal processing; Software; Transducer; Hemodialysis access; SIGNAL (programming language); Simple (philosophy); Internet access; Hemodialysis; Embedded system; Computer hardware; Real-time computing; Operating system; Engineering; Medicine; Electrical engineering; Surgery","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":[0.0002698705,0.0001852956,0.0004280021,0.0003347455,0.0001475555,0.00002683687,0.0003376197,0.0001964481,0.0006377696],"category_scores_gemma":[0.0001519302,0.0001685274,0.0004629472,0.0008413416,0.00005994721,0.0002684157,0.0001259905,0.0003000168,0.00008816053],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002234285,"about_ca_system_score_gemma":0.00001305513,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008035036,"about_ca_topic_score_gemma":3.285435e-7,"domain_scores_codex":[0.9980968,0.00003223428,0.0005371854,0.0002529893,0.0004332551,0.0006475912],"domain_scores_gemma":[0.9989319,0.0002099521,0.0001224918,0.0002886772,0.00008980275,0.000357194],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008367316,0.003210492,0.1152915,0.002573855,0.004863514,0.00007141697,0.01017694,0.001059316,0.03846714,0.0002241511,0.2324269,0.5915511],"study_design_scores_gemma":[0.003717039,0.0004968031,0.02520871,0.001946238,0.0005216118,0.000004088046,0.0009062457,0.04577992,0.01667128,0.0002570015,0.9022949,0.00219612],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9770538,0.005672887,0.01270324,0.001525934,0.0009675021,0.000366788,0.0001645287,0.0002776361,0.001267641],"genre_scores_gemma":[0.9971656,0.001871935,0.0002004658,0.0001334167,0.0004096362,0.00003105875,0.00003325621,0.00003306353,0.0001215446],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6698681,"threshold_uncertainty_score":0.6983131,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06298707433026665,"score_gpt":0.3474506644866677,"score_spread":0.2844635901564011,"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."}}