{"id":"W6929151221","doi":"10.4224/8895413","title":"CFD code evaluation","year":2004,"lang":"en","type":"report","venue":"NPARC","topic":"Immune Response and Inflammation","field":"Immunology and Microbiology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Code (set theory); Computational fluid dynamics; Software; Key (lock)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007942032,0.001326633,0.0007470975,0.003162324,0.001762231,0.00190028,0.001967549,0.001128081,0.02218525],"category_scores_gemma":[0.04075728,0.0004817229,0.000880827,0.002076287,0.0006005201,0.001415073,0.001955014,0.001008877,0.006817095],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002147303,"about_ca_system_score_gemma":0.002982721,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01066577,"about_ca_topic_score_gemma":0.009925494,"domain_scores_codex":[0.9899554,0.001304838,0.0005030477,0.0006078817,0.007217108,0.0004116264],"domain_scores_gemma":[0.9636362,0.007127273,0.0004367795,0.002868687,0.02524766,0.0006834366],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001426571,0.001817595,0.01424289,0.001598345,0.0001735863,0.0006424208,0.001618346,0.03046378,0.0450492,0.006108378,0.2011883,0.6956707],"study_design_scores_gemma":[0.0008422042,0.001348269,0.02396504,0.0008322197,0.0002664364,0.001316075,0.00122158,0.1065698,0.2260626,0.002780365,0.6343929,0.0004025368],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4188932,0.004633886,0.2835836,0.00501645,0.00375384,0.006882789,0.03077605,0.03693695,0.2095233],"genre_scores_gemma":[0.5621983,0.003446245,0.2771889,0.001735801,0.0003593615,0.003096557,0.04907013,0.01377141,0.08913327],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02218525,"threshold_uncertainty_score":0.07421708,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04614007174363043,"score_gpt":0.3195254777351306,"score_spread":0.2733854059915001,"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."}}