{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000328029,0.0006944832,0.0009668243,0.001402044,0.0002950905,0.0007056655,0.0003281735,0.001341073,0.001253031],"category_scores_gemma":[0.00330376,0.0003109388,0.0003214871,0.000608011,0.0004873315,0.0008407928,0.0004020283,0.0009834279,0.0003067951],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002224342,"about_ca_system_score_gemma":0.0002317956,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0013627,"about_ca_topic_score_gemma":0.001067818,"domain_scores_codex":[0.9995567,0.0001247725,0.0000511787,0.00007191727,0.0001385365,0.00005673774],"domain_scores_gemma":[0.9985749,0.000866106,0.0001617416,0.00007317757,0.0001633623,0.0001607942],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.007093734,0.0009756224,0.556722,0.0007920933,0.0005327195,0.01229985,0.001445913,0.0009332669,0.1743249,0.000310852,0.0032932,0.2412759],"study_design_scores_gemma":[0.0005166526,0.003062853,0.8731396,0.0001814394,0.0008537819,0.04994262,0.0008492282,0.008674321,0.0570286,0.0003903694,0.005245653,0.0001149392],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9723183,0.005950842,0.01346076,0.0003835977,0.0001402731,0.0001518387,0.0004423739,0.0003966255,0.006755465],"genre_scores_gemma":[0.9908152,0.002063765,0.005037197,0.00047937,0.0003475546,0.00007646224,0.0001450102,0.00004827783,0.0009871757],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001402044,"threshold_uncertainty_score":0.004191816,"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."}}