{"id":"W4295953517","doi":"10.4050/f-0078-2022-1318","title":"Tolerance Relief on Transmissions Castings for Producibility","year":2022,"lang":"en","type":"article","venue":"","topic":"Manufacturing Process and Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Lockheed Martin (Canada)","funders":"","keywords":"Casting; Stiffness; Polygon mesh; Materials science; Mechanical engineering; Enhanced Data Rates for GSM Evolution; Automotive engineering; Computer science; Engineering; Composite material","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001005089,0.00005483106,0.00005544646,0.00002139532,0.0001434608,0.000008322569,0.00005955079,0.00001141994,0.0003500506],"category_scores_gemma":[0.00001540625,0.00005092192,0.00002356393,0.00005677026,0.000003325635,0.00002827519,0.000007060716,0.00007390664,0.000001581709],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002765679,"about_ca_system_score_gemma":0.000006487089,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004446174,"about_ca_topic_score_gemma":0.000001403741,"domain_scores_codex":[0.999594,0.000004304654,0.00008544131,0.0001493166,0.00006981241,0.00009706515],"domain_scores_gemma":[0.9998035,0.00002256368,0.000007657317,0.0001307243,0.00001132119,0.00002419541],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001423772,0.00001980942,0.000009509377,0.00007540058,0.000002005757,1.649269e-7,0.0001586959,0.9886227,0.0001060302,0.000172013,0.002270855,0.008548582],"study_design_scores_gemma":[0.0003383961,0.0001389686,0.0002848146,0.000009978323,0.000005645949,0.000001898533,0.00004483854,0.8109799,0.01972525,0.0003761672,0.1679174,0.0001767657],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4339432,0.0003250158,0.4929498,0.002058086,0.001561356,0.002660732,0.0001009758,0.002406101,0.06399471],"genre_scores_gemma":[0.9933448,0.000004726372,0.004510501,0.00009638545,0.00003328344,0.0002965003,0.0000108729,0.00001539789,0.001687541],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5594016,"threshold_uncertainty_score":0.3832809,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0150059515855181,"score_gpt":0.2192364588553609,"score_spread":0.2042305072698428,"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."}}