{"id":"W2172181131","doi":"10.24908/pceea.v0i0.3986","title":"DEVELOPMENT OF A BLOOD ANALOG FOR THE HEMODYNAMIC EFFICIENCY EVALUATION OF CARDIOVASCULAR DEVICES","year":2011,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Pancreatic function and diabetes","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Montreal Heart Institute; McGill University","funders":"","keywords":"Hemolysis; Biomedical engineering; Materials science; Shear stress; Shear (geology); Red blood cell; Human blood; Fragmentation (computing); Computer science; Medicine; Composite material; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0003604873,0.0002413733,0.0001861043,0.0002070177,0.00008629342,0.0002621633,0.0003527768,0.0003291888,0.0005294096],"category_scores_gemma":[0.000494636,0.0001305536,0.0001700001,0.0001295618,0.0001623675,0.0002207337,0.0001177173,0.0002782919,0.0001129298],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001855517,"about_ca_system_score_gemma":0.0001619627,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000204551,"about_ca_topic_score_gemma":0.0003508432,"domain_scores_codex":[0.9998914,0.00002184125,0.00001273941,0.00002005516,0.00004707184,0.000006826464],"domain_scores_gemma":[0.9998128,0.00007214213,0.00004222811,0.00002100367,0.00003821244,0.00001361047],"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":[0.0000326056,0.00003868833,0.0003146507,0.00005130501,0.000003835412,0.00003971087,0.00001733215,0.0008205264,0.9921013,0.0001953843,0.00003387544,0.006350933],"study_design_scores_gemma":[0.00001331161,0.0005984771,0.001847123,0.000005794071,0.00001421637,0.0001182619,0.00001153409,0.009637029,0.9859353,0.00005415163,0.001756042,0.000008716199],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8588967,0.001661573,0.1371174,0.000121081,0.0000987391,0.0002739326,0.0002485899,0.0002684954,0.001313563],"genre_scores_gemma":[0.871808,0.0008331834,0.1257887,0.0000570446,0.00001467914,0.0001302822,0.0001654314,0.00002059159,0.0011821],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0005294096,"threshold_uncertainty_score":0.001906455,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02220382788196533,"score_gpt":0.226728213580301,"score_spread":0.2045243856983357,"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."}}