{"id":"W4401946983","doi":"10.1016/j.surfcoat.2024.131282","title":"Effect of fast multiple rotation rolling on friction surfaced Al Si Cu alloy","year":2024,"lang":"en","type":"article","venue":"Surface and Coatings Technology","topic":"Metallurgy and Material Forming","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université du Québec à Chicoutimi","funders":"","keywords":"Alloy; Rotation (mathematics); Materials science; Metallurgy; Computer science; Artificial intelligence","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":[0.0002633345,0.0003373964,0.0005725992,0.0003387614,0.0003968026,0.0006129555,0.0003047106,0.0003537538,0.003737098],"category_scores_gemma":[0.0007158646,0.0002529204,0.0003016936,0.0002996755,0.0002966133,0.0003262385,0.0002200461,0.0002490496,0.0002910602],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003534091,"about_ca_system_score_gemma":0.0002868579,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00182441,"about_ca_topic_score_gemma":0.002103558,"domain_scores_codex":[0.9997188,0.0000432729,0.00001745291,0.00005010637,0.00007764462,0.00009269565],"domain_scores_gemma":[0.9995345,0.0001613752,0.00007518591,0.00006485636,0.0001155169,0.00004866837],"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":[0.003661254,0.00007251191,0.001215578,0.0001711704,0.00003188281,0.0002678146,0.0001424054,0.00208315,0.9819643,0.0001990491,0.0002349211,0.00995588],"study_design_scores_gemma":[0.00004022228,0.001276193,0.007149423,0.00000488242,0.0000511983,0.0001150774,0.0001420976,0.005135106,0.985128,0.00002413685,0.0009194064,0.00001421866],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9983491,0.0003480209,0.0003130658,0.00001466845,0.00002245509,0.000004144554,0.0000231666,0.0000451863,0.0008802068],"genre_scores_gemma":[0.9991174,0.00007403709,0.0002254115,0.000005319828,0.000004718197,0.000001229147,0.00001860106,0.00001106193,0.0005421975],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003737098,"threshold_uncertainty_score":0.01250184,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00455128647068405,"score_gpt":0.220292266566442,"score_spread":0.2157409800957579,"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."}}