{"id":"W2304610833","doi":"10.14288/1.0166948","title":"A study on the coupled effects of solute and grain size on the work hardening of fine- grained FCC alloys","year":2014,"lang":"en","type":"article","venue":"cIRcle (University of British Columbia)","topic":"Advanced materials and composites","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Grain size; Work (physics); Materials science; Work hardening; Hardening (computing); Metallurgy; Composite material; Microstructure; Physics; Thermodynamics","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002118931,0.00005044249,0.0002461089,0.00001541545,0.0001202532,0.00002655037,0.0002079576,0.00003574837,0.00001562536],"category_scores_gemma":[0.0001194431,0.00009453719,0.00005525108,0.0001224065,0.0001157687,0.00004335936,0.00007357127,0.00008176256,0.000001452007],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001154698,"about_ca_system_score_gemma":0.000004727304,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001382457,"about_ca_topic_score_gemma":0.004084725,"domain_scores_codex":[0.9994137,0.00007528395,0.00009727207,0.0001393718,0.0001462585,0.0001281066],"domain_scores_gemma":[0.9989227,0.0007034176,0.00007486717,0.0002270044,0.0000422209,0.00002979694],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0008142501,0.002559758,0.03271963,0.002984267,0.002394689,0.0004023511,0.01677637,0.0113711,0.5035659,0.0006865078,0.02027834,0.4054469],"study_design_scores_gemma":[0.001072453,0.0004042713,0.9953522,0.000390798,0.00005286803,0.000002633526,0.0007501289,0.001173672,0.0002305508,0.0004051506,0.0000370983,0.0001281518],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9986584,0.00004890281,0.0005253724,0.00007539328,0.00009632942,0.0003499788,0.00001176032,0.00004040899,0.0001934285],"genre_scores_gemma":[0.9996963,0.00001809289,0.000151341,0.00002152398,0.00001390761,0.000001600087,9.447306e-7,0.00001303945,0.00008321954],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9626326,"threshold_uncertainty_score":0.3855115,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004979492170885204,"score_gpt":0.1527883432641153,"score_spread":0.1478088510932301,"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."}}