{"id":"W2127354627","doi":"10.1111/j.1525-1594.2004.00026.x","title":"Fast Three‐dimensional Numerical Hemolysis Approximation","year":2004,"lang":"en","type":"article","venue":"Artificial Organs","topic":"Blood transfusion and management","field":"Medicine","cited_by":197,"is_retracted":false,"has_abstract":true,"ca_institutions":"Polytechnique Montréal","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Hemolysis; In vivo; Computation; Biomedical engineering; Materials science; Computer science; Chemistry; Medicine; Internal medicine; Biology; Algorithm","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0008369795,0.0007124606,0.0007305702,0.0005208093,0.0006546236,0.001279063,0.001509713,0.001713202,0.003362649],"category_scores_gemma":[0.003337405,0.000423494,0.0006644546,0.0005832496,0.001270662,0.0008664441,0.001129121,0.001270874,0.0008000081],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001002374,"about_ca_system_score_gemma":0.001299429,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01144513,"about_ca_topic_score_gemma":0.004014804,"domain_scores_codex":[0.9996997,0.00008197848,0.00001261761,0.00002695247,0.0001404294,0.00003832567],"domain_scores_gemma":[0.9987901,0.0005507865,0.0001125401,0.0001463032,0.0003338386,0.00006651839],"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":[0.00004864443,0.00002275691,0.0005096698,0.00004689586,0.00001461649,0.0001059381,0.00007797881,0.9367326,0.002597364,0.05208221,0.001310098,0.00645119],"study_design_scores_gemma":[0.00000419309,0.000002155301,0.00003429921,0.000002915436,9.450215e-7,0.00001086972,0.000002919598,0.9971809,0.0001944099,0.002032907,0.0005309894,0.000002410391],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02863047,0.0005806737,0.9397977,0.00094564,0.0002066272,0.00008907928,0.0002894167,0.0006565441,0.02880386],"genre_scores_gemma":[0.6458597,0.0008179553,0.3318825,0.0003851067,0.0001458297,0.0004913565,0.0004687515,0.0003845569,0.01956436],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01144513,"threshold_uncertainty_score":0.02275705,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0164886931921643,"score_gpt":0.242793986402522,"score_spread":0.2263052932103577,"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."}}