{"id":"W3065942198","doi":"10.1007/s00170-020-05914-6","title":"An experimental investigation of abrasive suspension flow machining of injector nozzle based on orthogonal test design","year":2020,"lang":"en","type":"article","venue":"The International Journal of Advanced Manufacturing Technology","topic":"Advanced Surface Polishing Techniques","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":false,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Nozzle; Injector; Machining; Mechanical engineering; Suspension (topology); Abrasive; Flow (mathematics); Materials science; Engineering; Automotive engineering; Structural engineering; Mechanics; Mathematics; Physics","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":[0.0002137263,0.0001784813,0.0002828108,0.0003352073,0.00003231615,0.00001283354,0.0008733209,0.0001021527,0.0000211197],"category_scores_gemma":[0.0003309372,0.0001483953,0.00007485921,0.0001227931,0.0001477109,0.0003149918,0.00007545896,0.0004600009,0.000001076697],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001285598,"about_ca_system_score_gemma":0.00004534446,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002250981,"about_ca_topic_score_gemma":0.000001463855,"domain_scores_codex":[0.9987164,0.00003980524,0.0005392258,0.0001382856,0.0004183789,0.0001479025],"domain_scores_gemma":[0.9987549,0.0003370803,0.0004521728,0.0002086374,0.0001857107,0.00006145619],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001422168,0.00002310873,0.0002319576,0.000007981585,0.00002324202,0.00001115268,0.0002116525,0.4652393,0.5321282,0.0001069927,0.00003468883,0.001839494],"study_design_scores_gemma":[0.0005052039,0.0007190907,0.0004008064,0.0001443423,0.000009996267,0.00002845815,0.0001965773,0.05659336,0.9384146,0.002838367,0.00003628099,0.0001128861],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8984082,0.00008159759,0.09999012,0.0008712498,0.0002757268,0.0001378738,0.00001728545,0.0001927243,0.00002526577],"genre_scores_gemma":[0.8648731,0.00002130138,0.1348768,0.0001277312,0.00005980274,0.00000445786,0.000004335787,0.00003184765,6.88647e-7],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.408646,"threshold_uncertainty_score":0.6051385,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0170089466880502,"score_gpt":0.2622417347843823,"score_spread":0.2452327880963321,"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."}}