{"id":"W2899703143","doi":"10.1115/ipc2018-78102","title":"Transverse Strain Aging Behaviour of Uncoated Thick Walled X70 UOE Microalloyed Steel Pipes","year":2018,"lang":"en","type":"article","venue":"Volume 3: Operations, Monitoring, and Maintenance; Materials and Joining","topic":"Microstructure and Mechanical Properties of Steels","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Materials science; Ultimate tensile strength; Microstructure; Scanning electron microscope; Dynamic strain aging; Optical microscope; Metallurgy; Microalloyed steel; Composite material; Strain hardening exponent; Work hardening; Yield (engineering); Welding; Austenite","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":[0.0003236633,0.0002683825,0.000428315,0.00008283774,0.0002689654,0.0001971296,0.000112954,0.0001493239,0.0001461643],"category_scores_gemma":[0.00003284434,0.0002285057,0.00004231108,0.00007331095,0.0001352214,0.0002932535,0.00005397434,0.0001321933,0.000005709847],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002758747,"about_ca_system_score_gemma":0.00002598021,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002610684,"about_ca_topic_score_gemma":0.00005279871,"domain_scores_codex":[0.9986298,0.00004425974,0.0005375236,0.0002941264,0.0001226482,0.0003716223],"domain_scores_gemma":[0.9994841,0.00001452073,0.0000589277,0.0001845945,0.0001441265,0.0001137503],"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":[0.00003677643,0.00001179924,0.0004330968,0.0001467122,0.00004495195,0.000004136625,0.001888509,0.0001025717,0.9948869,0.000260342,0.0002939901,0.001890264],"study_design_scores_gemma":[0.001640579,0.0003143321,0.004065286,0.0006351257,0.0001029859,0.00003718799,0.002294417,0.00112628,0.9840063,0.0001002778,0.005105406,0.0005718603],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9963567,0.0006864377,0.0008663891,0.00008420812,0.001278672,0.0002720916,0.0001167538,0.0001346482,0.0002041167],"genre_scores_gemma":[0.993595,0.0009091108,0.004341705,0.00003616776,0.0004534843,0.0000217303,0.00002188867,0.00004533316,0.0005755964],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01088059,"threshold_uncertainty_score":0.9318191,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01091996378361668,"score_gpt":0.2154344306708964,"score_spread":0.2045144668872797,"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."}}