{"id":"W4413836167","doi":"10.3390/fluids10090228","title":"Rapid Assessment of Relative Hemolysis Amidst Input Uncertainties in Laminar Flow","year":2025,"lang":"en","type":"article","venue":"Fluids","topic":"Nuclear Engineering Thermal-Hydraulics","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Red River College","funders":"","keywords":"Laminar flow; Hemolysis; Flow (mathematics); Environmental science; Mechanics; Physics; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001679902,0.0001512571,0.0002599617,0.0002654438,0.00001655971,0.00001190655,0.0001703058,0.00009648754,0.00006287426],"category_scores_gemma":[0.00003233134,0.0001665467,0.00006537506,0.0005060146,0.00003331963,0.0001063741,0.00005694868,0.0002159059,0.000009665703],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002461218,"about_ca_system_score_gemma":0.00002473316,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002466494,"about_ca_topic_score_gemma":0.00001756316,"domain_scores_codex":[0.999245,0.00002708155,0.0002701098,0.00013457,0.0001244275,0.0001987467],"domain_scores_gemma":[0.9995649,0.00007473375,0.00001463765,0.0002887739,0.00003016138,0.00002677363],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001306924,0.00007886373,0.002869192,0.0004486475,0.0002848999,0.00001929357,0.001148515,0.9198683,0.03936462,0.01222465,0.005213114,0.01846682],"study_design_scores_gemma":[0.0004724736,0.00004742337,0.03348057,0.0002032678,0.00003282127,0.000001049013,0.0001278714,0.9408135,0.008348869,0.0004585734,0.01577935,0.0002341855],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8001655,0.001879332,0.07825617,0.0003052763,0.001213552,0.0003961174,0.00002545656,0.0009254726,0.1168332],"genre_scores_gemma":[0.9901893,0.0001306003,0.00882853,0.00002442029,0.00002553098,0.00001592035,0.000008197699,0.00003482558,0.0007426659],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1900239,"threshold_uncertainty_score":0.6791577,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006240142184627087,"score_gpt":0.2273279092074753,"score_spread":0.2210877670228482,"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."}}