{"id":"W4248954590","doi":"10.1007/978-1-4614-0986-1_5","title":"Passive Mixer","year":2011,"lang":"en","type":"book-chapter","venue":"","topic":"Engineering Technology and Methodologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","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":[],"consensus_categories":[],"category_scores_codex":[0.0003093834,0.001034158,0.0005809233,0.0007235091,0.0007443108,0.00255641,0.001298854,0.001084739,0.04766267],"category_scores_gemma":[0.0003716491,0.0004634457,0.0005077549,0.0006015649,0.0007029448,0.002482581,0.001322319,0.001344537,0.03216184],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005292839,"about_ca_system_score_gemma":0.0003878937,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001860233,"about_ca_topic_score_gemma":0.0004478334,"domain_scores_codex":[0.9997287,0.0000217295,0.000007750921,0.00009074393,0.0001236194,0.00002738582],"domain_scores_gemma":[0.9998696,0.00002688806,0.000009950934,0.0000303808,0.00004968464,0.00001355134],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002802499,0.0001383489,0.0002854281,0.0007100056,0.00004877147,0.0002718212,0.0004192504,0.001143877,0.2412494,0.26723,0.06435554,0.4238673],"study_design_scores_gemma":[0.00003084501,0.0001693177,0.0002717061,0.0001369799,0.00006310675,0.0008408285,0.0001186594,0.003130894,0.08744582,0.02448557,0.883275,0.00003134449],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.006038615,0.005325624,0.2574559,0.0008928695,0.002716894,0.0001624263,0.0003306917,0.002255032,0.7248219],"genre_scores_gemma":[0.04341341,0.003205394,0.03163001,0.0007540162,0.0006208582,0.00009655439,0.0003887883,0.0004303422,0.9194607],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.04766267,"threshold_uncertainty_score":0.1594476,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04687438992152183,"score_gpt":0.2156135054033719,"score_spread":0.1687391154818501,"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."}}