{"id":"W2883163250","doi":"10.1115/1.2013-jan-3","title":"Not So Simple Machines","year":2013,"lang":"en","type":"article","venue":"Mechanical Engineering","topic":"Turbomachinery Performance and Optimization","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Turbofan; Turboprop; Jet engine; Automotive engineering; Engineering; Jet (fluid); Jet propulsion; Propulsion; Fuel efficiency; Mechanical engineering; Aerospace engineering; Marine 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":[0.001013827,0.0007450056,0.0005570714,0.0006484947,0.001747563,0.003649678,0.00134302,0.001786532,0.05994029],"category_scores_gemma":[0.003368447,0.0004546203,0.0005723087,0.0006591527,0.004463288,0.007635585,0.002521656,0.002326348,0.02535185],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009156076,"about_ca_system_score_gemma":0.0006559638,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006946241,"about_ca_topic_score_gemma":0.0006963467,"domain_scores_codex":[0.998542,0.0002973012,0.00008195877,0.0004112393,0.0005070666,0.0001604193],"domain_scores_gemma":[0.9983402,0.0002989295,0.0001211734,0.0007167786,0.0003523268,0.0001705872],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001072997,0.00006605943,0.001010502,0.0004998051,0.0000434161,0.0001996674,0.0007504495,0.002884861,0.006456008,0.7586881,0.09439603,0.1348979],"study_design_scores_gemma":[0.00002388878,0.00008195741,0.0005735991,0.0001423329,0.00001378036,0.0003273317,0.0002868934,0.001829919,0.001644236,0.1983917,0.7966512,0.00003312269],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0224207,0.007778478,0.1594975,0.02261252,0.00860255,0.0002636803,0.000941137,0.003411621,0.7744718],"genre_scores_gemma":[0.3893964,0.008044788,0.1014992,0.009224024,0.003171328,0.0004383352,0.001399412,0.001209784,0.4856167],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.05994029,"threshold_uncertainty_score":0.2005203,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004961775772070188,"score_gpt":0.1810327939756142,"score_spread":0.176071018203544,"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."}}