{"id":"W2076673083","doi":"10.1115/imece2002-39092","title":"Tribological Aspects of Workpiece/Fixture Contact in Machining Processes","year":2002,"lang":"en","type":"article","venue":"Manufacturing","topic":"Manufacturing Process and Optimization","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Fixture; Machining; Mechanical engineering; Surface roughness; Surface finish; Design of experiments; Tribology; Factorial experiment; Materials science; Modular design; Engineering drawing; Computer science; Engineering; Composite material; Mathematics","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":[0.0005690622,0.0002917356,0.0005094016,0.0003982043,0.0005317366,0.0005164093,0.000422746,0.0004948663,0.001281731],"category_scores_gemma":[0.003765435,0.0003078252,0.0002185953,0.0003514786,0.0005409829,0.0004409298,0.0001880944,0.0002605846,0.0001548866],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002533761,"about_ca_system_score_gemma":0.0001586406,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006643473,"about_ca_topic_score_gemma":0.0009366045,"domain_scores_codex":[0.9990461,0.0001730434,0.00003899335,0.0001192117,0.0005132913,0.0001093147],"domain_scores_gemma":[0.9981304,0.001199113,0.0002148045,0.0001691683,0.0002350101,0.00005156332],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0009357049,0.0001154474,0.002764483,0.0002224346,0.00002247493,0.000186248,0.0002497686,0.004826575,0.9719175,0.0001417455,0.00006304694,0.01855461],"study_design_scores_gemma":[0.00007229546,0.00261371,0.06234447,0.00001461968,0.00005954728,0.0006886745,0.0002179614,0.02705069,0.9056477,0.0002622438,0.0009729889,0.00005500043],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.992712,0.0006011581,0.006169242,0.00001661226,0.00001075558,0.00002743032,0.00002475726,0.00001903747,0.000419071],"genre_scores_gemma":[0.9990262,0.00007229736,0.000765061,0.000004212338,0.000004075208,0.000003580482,0.00001124583,0.000004033942,0.0001093943],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.001281731,"threshold_uncertainty_score":0.004287839,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01431148298488656,"score_gpt":0.1981951492932653,"score_spread":0.1838836663083787,"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."}}