{"id":"W3186578667","doi":"10.1007/s40962-021-00646-z","title":"In-service Performance of High-Manganese Steel Clinker Crusher Hammer","year":2021,"lang":"en","type":"article","venue":"International Journal of Metalcasting","topic":"Microstructure and Mechanical Properties of Steels","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia, Okanagan Campus; University of British Columbia; Kelowna General Hospital","funders":"Canadian Network for Research and Innovation in Machining Technology, Natural Sciences and Engineering Research Council of Canada","keywords":"Materials science; Metallurgy; Crusher; Toughness; Austenite; Hammer; Carbide; Manganese; Clinker (cement); Structural material; Microstructure; Cement","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":[0.0002510022,0.0000966132,0.0002323746,0.0001181557,0.00001132186,0.00002215442,0.0002612515,0.00005521463,0.000295203],"category_scores_gemma":[0.0001133898,0.00008172484,0.00008791667,0.0001278491,0.00001254469,0.000357068,0.00006278614,0.0002708221,0.00001033214],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004505157,"about_ca_system_score_gemma":0.00003646224,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001464851,"about_ca_topic_score_gemma":0.00001567591,"domain_scores_codex":[0.9988599,0.00002176554,0.0005898874,0.00007456092,0.0003301043,0.0001238263],"domain_scores_gemma":[0.9990696,0.00006600745,0.0001601212,0.00008109676,0.0005808107,0.00004239488],"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":[0.0001446002,0.00007419279,0.001096428,0.0001861925,0.0004779699,0.0004286694,0.0005833975,0.04799083,0.9183868,0.0004377009,0.0005799018,0.02961328],"study_design_scores_gemma":[0.002370063,0.0001172391,0.007100075,0.0009825494,0.00008287573,0.001369687,0.0003657889,0.01607979,0.9517733,0.000515496,0.0188991,0.0003440191],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9956123,0.000877284,0.0003702373,0.0003189521,0.001854432,0.0000237794,0.00000499931,0.000007175075,0.0009308345],"genre_scores_gemma":[0.9959747,0.0001426365,0.003048097,0.0003124882,0.0003332772,5.476361e-7,0.000002256814,0.00001651803,0.0001694531],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03338648,"threshold_uncertainty_score":0.3332642,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01686343251694495,"score_gpt":0.234662512082621,"score_spread":0.2177990795656761,"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."}}