{"id":"W1973937009","doi":"10.1007/s11665-012-0449-z","title":"The Effects of Substrate Bias and Edge Proximity on the Mechanical Properties and Machining Performance of TiN-Coated Carbide Inserts","year":2012,"lang":"en","type":"article","venue":"Journal of Materials Engineering and Performance","topic":"Metal and Thin Film Mechanics","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"McMaster University; National Science Foundation","keywords":"Materials science; Residual stress; Indentation; Composite material; Enhanced Data Rates for GSM Evolution; Coating; Substrate (aquarium); Delamination (geology); Tin; Nanoindentation; Metallurgy; Toughness; Carbide","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001099955,0.0001434072,0.000273204,0.00004686994,0.00007126141,0.00003026615,0.00009161485,0.00005642024,0.000001660428],"category_scores_gemma":[0.0001010207,0.0000747814,0.00002207891,0.00005486817,0.00003453258,0.0002041461,0.00003561962,0.0001802603,2.921838e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000007600345,"about_ca_system_score_gemma":0.00000786878,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002596711,"about_ca_topic_score_gemma":1.762933e-7,"domain_scores_codex":[0.9992069,0.00003717877,0.0003757138,0.00005142009,0.0001455744,0.0001831882],"domain_scores_gemma":[0.9995478,0.0001136258,0.000143017,0.00009685315,0.00003835981,0.00006032104],"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":[0.0001278253,0.00001335385,0.001058044,0.002031129,0.0000698857,9.427434e-7,0.0005557909,0.0004990487,0.9940976,0.0003441672,0.000009354912,0.001192843],"study_design_scores_gemma":[0.0002098516,0.0003034759,0.01265746,0.0006069258,0.00003131365,0.0000809373,0.00002046086,0.02252285,0.9633999,0.000005019247,0.00006877184,0.00009301857],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9967152,0.002134446,0.000009644043,0.00001351616,0.000987366,0.0001095039,0.000002131353,0.00001406546,0.00001410935],"genre_scores_gemma":[0.9968947,0.002891505,0.00008390395,0.00000493369,0.00009176446,0.00000446486,2.365388e-7,0.00001656047,0.00001189259],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0306977,"threshold_uncertainty_score":0.3049497,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02308904266465682,"score_gpt":0.1795024231167847,"score_spread":0.1564133804521278,"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."}}