{"id":"W4410732435","doi":"10.2139/ssrn.5260907","title":"Penultimate Word on Stage Ii Hardening in Fcc Metals?","year":2025,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Microstructure and mechanical properties","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University","funders":"","keywords":"Hardening (computing); Word (group theory); Stage (stratigraphy); Metallurgy; Materials science; Linguistics; Geology; Philosophy; Composite material","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":[0.0005627126,0.0007247702,0.0006736125,0.0007537646,0.001561161,0.002031703,0.001323767,0.002481397,0.01798303],"category_scores_gemma":[0.002334116,0.0001929398,0.000353017,0.0009050902,0.002506135,0.002812386,0.001034561,0.002997407,0.004506029],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001482331,"about_ca_system_score_gemma":0.0007033609,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001916008,"about_ca_topic_score_gemma":0.001715685,"domain_scores_codex":[0.9995297,0.00008366879,0.00002921825,0.0001240318,0.0001528389,0.00008047377],"domain_scores_gemma":[0.9994517,0.0002097312,0.0000432478,0.00009636596,0.0001530332,0.00004600141],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001547768,0.00002258491,0.00009752045,0.0004354043,0.00001527649,0.0001530941,0.0003516448,0.0003752551,0.001652224,0.6871481,0.2635269,0.04606727],"study_design_scores_gemma":[0.0000145176,0.00005520851,0.0004269058,0.0002592994,0.00001525767,0.0002354302,0.0002154958,0.0008899425,0.002381356,0.3756835,0.6197885,0.00003461717],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.02044838,0.04375884,0.03172853,0.1680496,0.3576652,0.00004988449,0.001028693,0.0004740703,0.3767969],"genre_scores_gemma":[0.3419762,0.02289604,0.007299195,0.05888098,0.115863,0.000130335,0.0008897805,0.001349415,0.4507151],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01798303,"threshold_uncertainty_score":0.06015927,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01632386507055293,"score_gpt":0.2696166468899083,"score_spread":0.2532927818193553,"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."}}