{"id":"W2011166073","doi":"10.1016/j.ijpe.2014.08.006","title":"Comparative study of 3- and 5-axis CNC centers for free-form machining of difficult-to-cut material","year":2014,"lang":"en","type":"article","venue":"International Journal of Production Economics","topic":"Manufacturing Process and Optimization","field":"Engineering","cited_by":43,"is_retracted":false,"has_abstract":false,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Machining; Numerical control; Computer science; Position (finance); Cutter location; Mechanical engineering; Center (category theory); Machine tool; Surface (topology); Engineering drawing; Algorithm; Engineering; Mathematics; Geometry","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":[0.0001791241,0.00006727853,0.0001830232,0.0001468686,0.00001722449,0.00002204355,0.0001414467,0.00001862765,0.000008168518],"category_scores_gemma":[0.00005175595,0.00006430451,0.000026708,0.00001948024,0.0000132392,0.0001869988,0.00002397757,0.00004246343,1.879196e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004414592,"about_ca_system_score_gemma":0.000007417912,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008147621,"about_ca_topic_score_gemma":0.00001965546,"domain_scores_codex":[0.9993916,0.00000831695,0.0004097649,0.00007509127,0.00006527792,0.00005000082],"domain_scores_gemma":[0.9993827,0.00002017293,0.0002665769,0.00006192223,0.0002416581,0.00002699709],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0003233619,0.0001216003,0.001372394,0.00005769563,0.0002628013,1.154571e-7,0.003856461,0.9870461,0.001783599,0.00020061,0.000226635,0.004748692],"study_design_scores_gemma":[0.009157122,0.003065728,0.04886419,0.0003688602,0.0002229972,0.0001336237,0.006220052,0.3377436,0.584824,0.003065164,0.005575533,0.0007591894],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9882504,0.000006659299,0.00979502,0.0001102782,0.001623818,0.0001285528,0.00002228327,0.00000648593,0.00005649894],"genre_scores_gemma":[0.9968418,0.00002629816,0.002769836,0.000005701384,0.0003277808,0.000003189743,0.000005036958,0.000008556949,0.00001180165],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6493024,"threshold_uncertainty_score":0.2622262,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01408748016182485,"score_gpt":0.2416342509332411,"score_spread":0.2275467707714163,"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."}}