{"id":"W2266145738","doi":"10.1007/978-3-319-48767-0_87","title":"An Investigation of Aging Behaviour in Microalloyed Steel (X70) UOE Pipe","year":2016,"lang":"en","type":"book-chapter","venue":"","topic":"Mechanical stress and fatigue analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Materials science; Metallurgy; Microalloyed steel; Microstructure","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":[0.00009949795,0.0002118895,0.0003619775,0.0001966435,0.00001238454,0.00001369703,0.0001701099,0.0002511326,0.0007519994],"category_scores_gemma":[0.000002919513,0.0001764559,0.000107334,0.000033336,0.00002543192,0.00008107955,0.00002345667,0.0001729438,0.00002484504],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004683276,"about_ca_system_score_gemma":0.0000110475,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008417771,"about_ca_topic_score_gemma":0.0003392588,"domain_scores_codex":[0.9990456,0.000009357835,0.000422929,0.000211879,0.0001594569,0.0001507498],"domain_scores_gemma":[0.9994602,0.00002349017,0.00007730573,0.000304469,0.00003951231,0.00009498225],"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":[0.00002071759,0.00007081406,0.01853775,0.001067977,0.0008447974,0.00007071247,0.0007050884,0.001760099,0.3876102,0.4797924,0.001267881,0.1082516],"study_design_scores_gemma":[0.007358378,0.0009945338,0.0327393,0.0149515,0.003254506,0.00001787573,0.0003601126,0.05899799,0.6057299,0.2480411,0.01538136,0.01217338],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1121744,0.002397424,0.0281768,0.0002573089,0.0006228724,0.0009681401,0.0003407391,0.0008485809,0.8542138],"genre_scores_gemma":[0.9319486,0.0003801569,0.001270655,0.00003637682,0.00009613844,0.000008814906,0.0000828208,0.0000880818,0.06608838],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8197742,"threshold_uncertainty_score":0.8233866,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0164865322146369,"score_gpt":0.2179324097185169,"score_spread":0.20144587750388,"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."}}