{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002863221,0.0007742248,0.0004557523,0.0007035804,0.0003146146,0.001103317,0.0007126776,0.0005801149,0.0008836486],"category_scores_gemma":[0.00629942,0.0002798868,0.0003924037,0.0004151907,0.0005026344,0.001208591,0.0007285296,0.0007444673,0.0001885778],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007394074,"about_ca_system_score_gemma":0.0006450877,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001064301,"about_ca_topic_score_gemma":0.0007048431,"domain_scores_codex":[0.9989452,0.0002164134,0.00006776342,0.0001624148,0.0005435825,0.00006462825],"domain_scores_gemma":[0.9971486,0.001633772,0.0003856495,0.0003794678,0.0004106995,0.00004194588],"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":[0.0007322246,0.0002007699,0.02339455,0.0002272913,0.00008136802,0.000232215,0.0003061654,0.7115141,0.187301,0.00475188,0.0005245869,0.07073379],"study_design_scores_gemma":[0.00001152629,0.0003573383,0.006063155,0.00002692973,0.0000243646,0.00007434388,0.00007413615,0.8248967,0.1657449,0.002054852,0.0006289619,0.00004282471],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6490002,0.0004702166,0.3464746,0.0001475537,0.00003464118,0.00007425241,0.0004596676,0.001001331,0.002337511],"genre_scores_gemma":[0.9831895,0.0001379876,0.01612632,0.00002303942,0.000003417203,0.00004166827,0.0001756236,0.00003371041,0.0002687112],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002863221,"threshold_uncertainty_score":0.01514238,"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."}}