{"id":"W4407928632","doi":"10.1016/j.mtcomm.2025.112024","title":"Evolution of carbon distribution across meso-scale segregations in pressure vessel steel","year":2025,"lang":"en","type":"article","venue":"Materials Today Communications","topic":"Microstructure and Mechanical Properties of Steels","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Fraser Health","funders":"","keywords":"Materials science; Pressure vessel; Scale (ratio); Carbon steel; Carbon fibers; Distribution (mathematics); Metallurgy; Composite material; Composite number","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":[0.0002302234,0.0001166062,0.0002287249,0.00005096895,0.0001046129,0.00003133778,0.000491586,0.0001324584,0.00003014142],"category_scores_gemma":[0.00004325897,0.0001164924,0.00003237491,0.0002686409,0.00008545361,0.0001029818,0.0002162044,0.0001269754,0.000003367907],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001055159,"about_ca_system_score_gemma":0.00003108056,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003991493,"about_ca_topic_score_gemma":0.0003737818,"domain_scores_codex":[0.9991019,0.0000878238,0.0004381445,0.0001151052,0.00007300157,0.0001840522],"domain_scores_gemma":[0.9988314,0.000050607,0.00005650682,0.0009577636,0.00007884979,0.00002485673],"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":[0.00001529388,0.00005591861,0.0002560844,0.0002026423,0.00003421156,9.382148e-8,0.000433203,0.001957153,0.9860911,0.009737611,0.0006338282,0.0005828959],"study_design_scores_gemma":[0.0007413539,0.0000249347,0.02351972,0.0003857453,0.00008026035,0.000001702476,0.0005645485,0.005674328,0.9311345,0.00410256,0.03347926,0.0002910763],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9885221,0.003739427,0.001687563,0.0004083743,0.0004612677,0.0004881419,0.0007909191,0.0001714301,0.003730842],"genre_scores_gemma":[0.9987494,0.0002371129,0.0004271911,0.00001130416,0.00001538007,0.00007644039,0.0002254606,0.00001242906,0.0002452284],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05495656,"threshold_uncertainty_score":0.4750424,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009032460565289752,"score_gpt":0.2411953633980695,"score_spread":0.2321629028327798,"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."}}