{"id":"W4251419027","doi":"10.1007/978-3-319-05053-9_1","title":"Introduction","year":2014,"lang":"en","type":"book-chapter","venue":"Scientific computation","topic":"Fluid Dynamics and Turbulent Flows","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Computer science","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005372477,0.0008699977,0.0005321484,0.001650164,0.001159115,0.003425651,0.001526636,0.001428932,0.5008129],"category_scores_gemma":[0.002113698,0.000308468,0.0005107155,0.001460745,0.0006473285,0.003140576,0.002212849,0.001791346,0.4029237],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001212902,"about_ca_system_score_gemma":0.001690942,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002003585,"about_ca_topic_score_gemma":0.003245055,"domain_scores_codex":[0.9994262,0.00006102713,0.0000195883,0.0001184904,0.0003161024,0.000058625],"domain_scores_gemma":[0.9993994,0.00009618005,0.00002068373,0.00009964204,0.0002894796,0.00009452733],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002158022,0.00003491702,0.00007351621,0.0001817997,0.00000258918,0.00004234972,0.0001274705,0.0002464967,0.000503431,0.06751468,0.7221829,0.2090683],"study_design_scores_gemma":[0.000001268674,0.000003628372,0.00004093856,0.00005241493,7.656774e-7,0.00002412574,0.00002360411,0.00003625718,0.00008917551,0.006100993,0.9936246,0.000002259393],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0003141103,0.00259639,0.009407771,0.002058303,0.004167642,0.0001104251,0.001450136,0.0008543519,0.9790409],"genre_scores_gemma":[0.001312075,0.001671924,0.002486645,0.0007904363,0.0007185839,0.00007277207,0.001242025,0.0003248123,0.9913808],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5008129,"threshold_uncertainty_score":0.7120298,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006732483324876924,"score_gpt":0.1835408514634111,"score_spread":0.1768083681385342,"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."}}