{"id":"W2068203055","doi":"10.1179/cmq.2003.42.3.333","title":"AUSTENITIC MANGANESE STEELS – DEVELOPMENTS FOR HEAVY HAUL RAIL TRANSPORTATION","year":2003,"lang":"en","type":"article","venue":"Canadian Metallurgical Quarterly","topic":"Microstructure and Mechanical Properties of Steels","field":"Engineering","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Alloy; Metallurgy; Austenite; Materials science; Toughness; Manganese; Welding; Humanities; Art; Microstructure","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001365755,0.0002359713,0.0002792387,0.0001167663,0.0001138584,0.00006110536,0.0001565635,0.0001711998,0.0005897876],"category_scores_gemma":[0.00001623633,0.0002172866,0.0001305878,0.0001313716,0.00003206837,0.0001614211,6.231616e-7,0.0001483376,0.0001077293],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001392173,"about_ca_system_score_gemma":0.000119727,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006457844,"about_ca_topic_score_gemma":0.016346,"domain_scores_codex":[0.9986589,0.00002651284,0.0003431691,0.0002493098,0.000130926,0.0005912146],"domain_scores_gemma":[0.9990588,0.0000371261,0.00002125587,0.0001796078,0.00006358085,0.0006395979],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0007163635,0.0003565919,0.0001571375,0.004986824,0.00407168,0.003029635,0.01991798,0.01189303,0.1373024,0.3135696,0.0549492,0.4490495],"study_design_scores_gemma":[0.001807562,0.000365478,0.0006732629,0.00005048094,0.0001252689,0.00006780479,0.0004745254,0.0008871005,0.00646231,0.003383757,0.9847912,0.0009113167],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9318578,0.001598721,0.03804131,0.0005187712,0.002829112,0.002638979,0.0005213349,0.0005527716,0.02144121],"genre_scores_gemma":[0.9956136,0.000006258538,0.002349233,0.0003647444,0.00004929892,0.00008392238,0.00008187701,0.00005054586,0.001400504],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9298419,"threshold_uncertainty_score":0.9121453,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01035607747937234,"score_gpt":0.1859158958990377,"score_spread":0.1755598184196653,"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."}}