{"id":"W4251068933","doi":"10.1007/978-3-642-20617-7_100202","title":"Hard Material Machining","year":2014,"lang":"en","type":"book-chapter","venue":"","topic":"Advanced machining processes and optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université du Québec à Trois-Rivières","funders":"","keywords":"Machining; Materials science; Mechanical engineering; Engineering","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00003392459,0.0002310523,0.0002159606,0.00006009398,0.00003511803,0.00004169776,0.00009675688,0.0001910877,0.00199958],"category_scores_gemma":[0.000004034297,0.0002261266,0.00004668159,0.000006883576,0.00001260997,0.00004434427,0.00002596592,0.0001751655,0.0002004414],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002548602,"about_ca_system_score_gemma":0.000005736153,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":9.571185e-7,"about_ca_topic_score_gemma":0.000001407282,"domain_scores_codex":[0.9994348,0.000001282346,0.0001793065,0.0001591019,0.00009172531,0.0001338176],"domain_scores_gemma":[0.9997254,0.00001279391,0.00003837467,0.0001591286,0.00002054786,0.00004377352],"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":[0.00001703827,0.000001817082,0.000001761665,0.0005309372,0.0001048863,0.000007752703,0.00006510362,0.4344027,0.0001799129,0.4629168,0.01006263,0.09170862],"study_design_scores_gemma":[0.0001685225,0.00002914748,0.000002284696,0.0001568524,0.00004403053,0.000009280256,0.000001403661,0.06373356,0.0002748999,0.01010332,0.9248424,0.0006343744],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000003396388,0.00009136009,0.2876404,0.000006881588,0.0006852861,0.0000480157,0.0000138501,0.0006011376,0.7109097],"genre_scores_gemma":[0.003361241,0.0003712911,0.02677606,0.0001057972,0.0007180712,0.000005999681,0.0002615275,0.0002356906,0.9681643],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9147797,"threshold_uncertainty_score":0.9989128,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008398168912566707,"score_gpt":0.1930337067462731,"score_spread":0.1846355378337064,"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."}}