{"id":"W4401077758","doi":"10.3390/ma17153743","title":"An Investigation of the Effect of Novel Mono/Bi-Layered PVD-Coated WC Tools on the Machinability of Ti-5Al-5V-5Mo-3Cr","year":2024,"lang":"en","type":"article","venue":"Materials","topic":"Metal and Thin Film Mechanics","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"McMaster University; Macha Malaria Research Institute","keywords":"Machinability; Machining; Materials science; Coating; Surface roughness; Surface finish; Tribology; Tool wear; Physical vapor deposition; Monolayer; Alloy; Cutting tool; Metallurgy; Composite material; Nanotechnology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0001133166,0.0003086239,0.000163718,0.0002394521,0.0001146817,0.0003917002,0.0002931064,0.0002774669,0.0004441936],"category_scores_gemma":[0.0003792625,0.0002142811,0.0002196631,0.0001416341,0.0001450812,0.0001708365,0.0001955734,0.000245805,0.0001281299],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001640279,"about_ca_system_score_gemma":0.0001096285,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001103944,"about_ca_topic_score_gemma":0.003089323,"domain_scores_codex":[0.9998251,0.000009634584,0.00001123897,0.00003639863,0.00007898396,0.00003868626],"domain_scores_gemma":[0.9997779,0.00004159347,0.00006551857,0.00002998518,0.00005921092,0.0000257658],"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":[0.00003606631,0.000007153445,0.0003913907,0.00004413016,0.000007234233,0.00003984137,0.00001602548,0.0001287004,0.9979089,0.00001441289,0.00001384785,0.001392254],"study_design_scores_gemma":[0.000004379209,0.0003415069,0.007772683,0.000005907038,0.00003635036,0.0001232073,0.00004052864,0.0024415,0.9885852,0.000003906903,0.0006364589,0.000008547232],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9979923,0.0003435034,0.001128264,0.000006240283,0.000009543858,0.000008056202,0.00003335094,0.00004220818,0.0004366785],"genre_scores_gemma":[0.9969529,0.0001585968,0.002372387,0.000008982728,0.000001698138,0.000006158326,0.00003702827,0.00001214378,0.000450227],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001103944,"threshold_uncertainty_score":0.002195001,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02306854707554601,"score_gpt":0.2312369375868895,"score_spread":0.2081683905113435,"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."}}