{"id":"W4391660686","doi":"10.1016/j.nxmate.2024.100121","title":"Impact of short-time annealing on AISI 8670 tool steel saw during industrial brazing process","year":2024,"lang":"en","type":"article","venue":"Next Materials","topic":"Advanced machining processes and optimization","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"DK-SPEC (Canada); École de Technologie Supérieure","funders":"Natural Sciences and Engineering Research Council of Canada; École de technologie supérieure","keywords":"Brazing; Metallurgy; Materials science; Annealing (glass); Process (computing); Computer science; Operating system; Alloy","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":[0.0001535073,0.000212362,0.0002989601,0.0001355404,0.00005573347,0.0002118511,0.0001171611,0.0001351501,0.0003133031],"category_scores_gemma":[0.00005900865,0.0001900293,0.00006115834,0.0002220104,0.00001497792,0.0005016988,0.00002547161,0.0001269137,0.00003175758],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008165086,"about_ca_system_score_gemma":0.00003864997,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007825435,"about_ca_topic_score_gemma":4.027308e-7,"domain_scores_codex":[0.9989483,0.00001797028,0.0003894014,0.0002218624,0.000160022,0.0002624845],"domain_scores_gemma":[0.9996736,0.00004949436,0.00004177148,0.0001514817,0.00003898559,0.00004465462],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00006987105,0.000009355877,0.00006622757,0.0004730847,0.00005082796,0.000007173928,0.0001978105,0.5088673,0.4870325,0.00002552699,0.00004907321,0.003151291],"study_design_scores_gemma":[0.0006734767,0.0002502103,0.001185167,0.001632703,0.00006879924,0.00002040749,0.00004369872,0.0710739,0.924051,0.0002242298,0.0001353285,0.0006410595],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9969496,0.000176458,0.001040036,0.000006291614,0.0006707993,0.0002039298,0.00007751285,0.0005034048,0.0003720316],"genre_scores_gemma":[0.9988949,0.00005094307,0.0003882326,0.000003847334,0.0004714786,0.00001851307,0.00004498682,0.00008041051,0.00004668305],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4377933,"threshold_uncertainty_score":0.7749172,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02097612424348802,"score_gpt":0.289163805310797,"score_spread":0.2681876810673089,"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."}}