{"id":"W2738794390","doi":"10.1115/msec2017-2847","title":"Ultrasonic Nano-Crystal Surface Modification Assisted Gas Nitriding of Ti6Al4V Alloy","year":2017,"lang":"en","type":"article","venue":"","topic":"Metal and Thin Film Mechanics","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"McMaster University","keywords":"Nitriding; Materials science; Surface modification; Alloy; Microstructure; Nitride; Titanium alloy; Metallurgy; Scanning electron microscope; Layer (electronics); Composite material; Chemical engineering","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001161159,0.0002620284,0.0002927941,0.000126061,0.0001252065,0.0001513049,0.0002789941,0.0002209906,0.0007721544],"category_scores_gemma":[0.0001679865,0.0001720414,0.0001980238,0.00009999504,0.0001618977,0.0001212975,0.0001710606,0.0001651957,0.0001580665],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000356917,"about_ca_system_score_gemma":0.0001856476,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002066468,"about_ca_topic_score_gemma":0.005615761,"domain_scores_codex":[0.9998789,0.000009155827,0.00000648963,0.00002254909,0.00005289532,0.00003000967],"domain_scores_gemma":[0.999925,0.00001230688,0.00002254779,0.000007391171,0.00002447805,0.000008299544],"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":[0.00002975072,0.000002420104,0.00008965597,0.00002898399,0.000002312541,0.00001942596,0.00001209023,0.00008544547,0.9989476,0.00002068976,0.00001725543,0.0007444706],"study_design_scores_gemma":[0.000003105618,0.00005638813,0.001090544,0.000001479111,0.000004134233,0.00002358745,0.00001219805,0.00113135,0.9972011,0.000004624834,0.0004683619,0.000003133249],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9968791,0.0006820579,0.001133383,0.00002392114,0.00002433335,0.000009435204,0.00004881659,0.00004575165,0.001153182],"genre_scores_gemma":[0.9958423,0.0002880743,0.002352808,0.00001322036,0.000005171341,0.00001230866,0.00006968441,0.00002303231,0.001393369],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002066468,"threshold_uncertainty_score":0.004108906,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0357795791336293,"score_gpt":0.2435722470014167,"score_spread":0.2077926678677874,"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."}}