{"id":"W4415207463","doi":"10.3390/mi16101169","title":"A Novel Tool Condition Monitoring Technique of Determining Insert Flank Wear Width of Indexable Face Milling Tools Using On-Machine Laser Tool Setters","year":2025,"lang":"en","type":"article","venue":"Micromachines","topic":"Advanced machining processes and optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"","keywords":"Insert (composites); Flank; Tool wear; Machining; Machine tool; Cutting tool; Enhanced Data Rates for GSM Evolution","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":[0.0003126108,0.0005308692,0.0005881159,0.001076076,0.0002015882,0.0005320959,0.001180713,0.0007194953,0.0006637985],"category_scores_gemma":[0.001162784,0.0003250309,0.0002845177,0.0005246908,0.00030077,0.0009282309,0.0003729739,0.0005056353,0.0002859576],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002697665,"about_ca_system_score_gemma":0.0003080671,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006296937,"about_ca_topic_score_gemma":0.0009271813,"domain_scores_codex":[0.9990249,0.00004963973,0.0000449818,0.0002265965,0.0006021799,0.00005169474],"domain_scores_gemma":[0.9989691,0.0001801321,0.0002660438,0.0001720441,0.0003703314,0.00004238056],"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":[0.0002563855,0.0000728036,0.006323016,0.0003196268,0.00003193337,0.0002790734,0.0002435802,0.001510106,0.7680697,0.0004630169,0.0009004615,0.2215303],"study_design_scores_gemma":[0.00007016413,0.0008459646,0.04340547,0.00005673206,0.0001141724,0.003283557,0.0002015856,0.1081375,0.8344604,0.0005951283,0.008649917,0.0001794871],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.3426065,0.002274293,0.6474917,0.0001567134,0.0002507111,0.0001772366,0.0002381713,0.003097572,0.003707094],"genre_scores_gemma":[0.7636009,0.0005986408,0.2329163,0.0001307663,0.00007377014,0.00008064677,0.0001598343,0.00007671642,0.002362503],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.001180713,"threshold_uncertainty_score":0.002220571,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01265624728842025,"score_gpt":0.2639299112001025,"score_spread":0.2512736639116823,"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."}}