{"id":"W2226874244","doi":"","title":"Manipulation of C27 Cylinder Heads","year":2008,"lang":"en","type":"book-chapter","venue":"The Atrium (University of Guelph)","topic":"Fluid Dynamics Simulations and Interactions","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Cylinder; Engineering; Mechanical engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0001536626,0.0007306788,0.0002353621,0.0006969214,0.0007110159,0.0006002259,0.001006524,0.0005225684,0.02612646],"category_scores_gemma":[0.0002791069,0.0002835777,0.0003386385,0.0006858315,0.0005315581,0.0006648876,0.0008371437,0.000544961,0.01080382],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006861888,"about_ca_system_score_gemma":0.0008640022,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007274352,"about_ca_topic_score_gemma":0.01288749,"domain_scores_codex":[0.9997587,0.000009475417,0.000007215491,0.00003731644,0.0001543823,0.00003291569],"domain_scores_gemma":[0.999897,0.00001831751,0.000009160264,0.00002185087,0.00004216615,0.00001144082],"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":[0.0001360514,0.0001183935,0.0006884447,0.0009794458,0.00001408474,0.001000509,0.0008176726,0.008754105,0.3578281,0.07533367,0.1144634,0.4398662],"study_design_scores_gemma":[0.00002214709,0.0001427749,0.001130607,0.0001132021,0.000009928408,0.0009516009,0.0001616825,0.008201103,0.1503289,0.002850436,0.8360309,0.00005669894],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.05495238,0.003087514,0.1531318,0.0004908459,0.0005133621,0.0005328718,0.001162705,0.003418153,0.7827104],"genre_scores_gemma":[0.2074164,0.005421811,0.1864991,0.0004497328,0.0001066798,0.0004680401,0.003149958,0.0008642041,0.595624],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02612646,"threshold_uncertainty_score":0.08740175,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02031866459531964,"score_gpt":0.2007039852294953,"score_spread":0.1803853206341757,"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."}}