{"id":"W4406437537","doi":"10.3390/nano15020130","title":"Significance of Tool Coating Properties and Compacted Graphite Iron Microstructure for Tool Selection in Extreme Machining","year":2025,"lang":"en","type":"article","venue":"Nanomaterials","topic":"Advanced materials and composites","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; McMaster University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Machinability; Materials science; Coating; Tool wear; Microstructure; Cemented carbide; Machining; Cutting tool; Graphite; Metallurgy; Enhanced Data Rates for GSM Evolution; Carbide; Cast iron; Composite material; Computer science","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":[0.000275176,0.0002613206,0.0002615078,0.000267229,0.0001804377,0.0005184737,0.0002723148,0.0004157315,0.0005037013],"category_scores_gemma":[0.0009071555,0.0002269442,0.0001730408,0.0001631082,0.0002872164,0.0002960226,0.0001966,0.0002043364,0.0001171399],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002094058,"about_ca_system_score_gemma":0.0001434872,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006019079,"about_ca_topic_score_gemma":0.001397859,"domain_scores_codex":[0.9995986,0.00004490503,0.00002721042,0.00008923553,0.0001798411,0.00006030198],"domain_scores_gemma":[0.9993538,0.000189691,0.0002308516,0.00006447785,0.0001168336,0.00004424677],"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":[0.0001330601,0.00001337031,0.006529987,0.00006482215,0.00001149564,0.0001381583,0.00004755021,0.0007931502,0.9871001,0.0000188715,0.00001502876,0.00513435],"study_design_scores_gemma":[0.00001164445,0.0008308224,0.1526954,0.000008317764,0.00003244703,0.000631524,0.0001586371,0.004345771,0.8405142,0.00004707335,0.0006997684,0.00002450011],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9976922,0.0001819919,0.001751134,0.000009156214,0.000003051447,0.00001108469,0.00002789678,0.00002464767,0.00029872],"genre_scores_gemma":[0.9989763,0.00004026386,0.0008484307,0.000004141367,0.000001309494,0.000002158818,0.00002250745,0.000006810278,0.00009813243],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0006019079,"threshold_uncertainty_score":0.001685023,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02018632776353168,"score_gpt":0.216521412701699,"score_spread":0.1963350849381673,"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."}}