{"id":"W2885127558","doi":"10.1007/978-3-319-95966-5_7","title":"Environmentally Conscious Machining","year":2018,"lang":"en","type":"book-chapter","venue":"Materials forming, machining and tribology","topic":"Advanced machining processes and optimization","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Ontario Tech University","funders":"","keywords":"Machinability; Machining; Productivity; Materials science; Mechanical engineering; Process engineering; Metallurgy; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000175801,0.0005059311,0.0002176361,0.0003782102,0.0006180854,0.001221152,0.0005192088,0.0007292205,0.009462507],"category_scores_gemma":[0.0001887955,0.0002421188,0.0001644375,0.000327525,0.001572193,0.001169062,0.001446886,0.001341733,0.00286706],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006579395,"about_ca_system_score_gemma":0.0005495606,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003726692,"about_ca_topic_score_gemma":0.001505895,"domain_scores_codex":[0.9996583,0.00003069862,0.00000587358,0.00005741835,0.0002158681,0.00003184051],"domain_scores_gemma":[0.9999368,0.00001198229,0.000006275835,0.00002354046,0.00001544508,0.00000581023],"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":[0.00002217024,0.00005248198,0.0001620935,0.0002545242,0.00000875257,0.00009975403,0.0003678486,0.001543525,0.0242048,0.7883605,0.02203186,0.1628918],"study_design_scores_gemma":[0.000003091462,0.00003900284,0.0006093366,0.00009734372,0.000005788763,0.0003011632,0.0001399631,0.001092604,0.0209773,0.1334578,0.8432613,0.00001524838],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01219417,0.01001153,0.05919,0.001238125,0.0007811582,0.00003011695,0.00007879394,0.0004456159,0.9160304],"genre_scores_gemma":[0.1988101,0.01176003,0.02678716,0.001053079,0.0003622608,0.00005880127,0.0001677545,0.0003380202,0.7606629],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.009462507,"threshold_uncertainty_score":0.03165525,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006719902293511286,"score_gpt":0.1984004480470128,"score_spread":0.1916805457535015,"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."}}