{"id":"W2470899505","doi":"10.11279/jfes.73.219","title":"Growth Mechanism of Decarburized Layer in Spheroidal Cast Iron","year":2001,"lang":"en","type":"article","venue":"Journal of Japan Foundry Engineering Society","topic":"Microstructure and Mechanical Properties of Steels","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"Iron Ore Company (Canada)","funders":"","keywords":"Cast iron; Mechanism (biology); Layer (electronics); Materials science; Metallurgy; Composite material; Physics","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":[0.0003428573,0.0002131914,0.0004486689,0.00007899229,0.00002326089,0.00002193499,0.000248136,0.0001750531,0.00006565672],"category_scores_gemma":[0.00004466004,0.0001938721,0.000322488,0.0002245442,0.00002006652,0.0002456759,0.00003399796,0.0005855529,0.000003228884],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000170799,"about_ca_system_score_gemma":0.00002791551,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001476656,"about_ca_topic_score_gemma":0.000004285434,"domain_scores_codex":[0.998676,0.00001362042,0.0006321145,0.0001059582,0.0002502798,0.0003220034],"domain_scores_gemma":[0.999473,0.00005588815,0.0001142188,0.0001437156,0.00009750013,0.0001156935],"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":[0.00004511292,0.00004477039,0.0002465296,0.0003193134,0.0001691956,0.0000233317,0.00143812,0.05674873,0.9385087,0.0009465684,0.0005858761,0.0009237561],"study_design_scores_gemma":[0.01485908,0.001651048,0.005466981,0.002169786,0.0004964936,0.002578538,0.004238768,0.204862,0.7403234,0.004227648,0.01605245,0.003073905],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9833905,0.0009798661,0.01438465,0.00003854337,0.0007602712,0.00009389602,0.000002490737,0.00005302889,0.0002967927],"genre_scores_gemma":[0.9918067,0.0006288612,0.007201196,0.000036075,0.0002199406,0.000001680494,8.046609e-7,0.00005169654,0.00005308014],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1981853,"threshold_uncertainty_score":0.7905875,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008532158397777658,"score_gpt":0.1924482720380457,"score_spread":0.183916113640268,"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."}}