{"id":"W4414615081","doi":"10.3390/bioengineering12101042","title":"The Impact of Stenosis Severity on Hemodynamic Parameters in the Iliac Artery: A Fluid–Structure Interaction Study","year":2025,"lang":"en","type":"article","venue":"Bioengineering","topic":"Peripheral Artery Disease Management","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Balsillie School of International Affairs; University of Waterloo","funders":"","keywords":"Hemodynamics; Stenosis; Thrombosis; Blood flow; Shear stress; Artery","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":[0.00014518,0.0001360275,0.0001722977,0.0001218995,0.00004237067,0.00003147746,0.0001368727,0.00002454834,0.000006371982],"category_scores_gemma":[0.00004057893,0.00007339456,0.0001052269,0.0003056238,0.00002039384,0.00004847653,0.00003604536,0.0001572399,0.000001645171],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002229553,"about_ca_system_score_gemma":0.00001949356,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001317402,"about_ca_topic_score_gemma":0.0000305502,"domain_scores_codex":[0.9992774,0.00004982582,0.0002002681,0.0001533537,0.0001550005,0.0001641833],"domain_scores_gemma":[0.9994731,0.00007761631,0.00003260477,0.000371557,0.00001844603,0.00002667916],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003902901,0.004267605,0.5820832,0.0008730872,0.004003044,0.0002507801,0.01058061,0.2339845,0.06973869,0.0004028992,0.00466798,0.08524475],"study_design_scores_gemma":[0.0006805671,0.000398985,0.9409409,0.0001254389,0.00007138762,0.000003848183,0.001582572,0.05578147,0.0002131735,0.00002930896,0.00009635944,0.00007605409],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9982764,0.00003940961,0.0001224509,0.0004672553,0.0001671444,0.000712835,0.000007581809,0.00003013237,0.0001768088],"genre_scores_gemma":[0.9997539,0.000008151457,0.00003705596,0.00009959966,0.00001693006,0.00004139958,0.000005258843,0.000008021475,0.00002971725],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3588577,"threshold_uncertainty_score":0.2992943,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01030960549524637,"score_gpt":0.2885871339593753,"score_spread":0.2782775284641289,"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."}}