{"id":"W3013772035","doi":"10.3390/met10040425","title":"Induction Weld Seam Characterization of Continuously Roll Formed TRIP690 Tubes","year":2020,"lang":"en","type":"article","venue":"Metals","topic":"Microstructure and Mechanical Properties of Steels","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Welding; Materials science; Martensite; Metallurgy; Heat-affected zone; Composite material; Tension (geology); Tube (container); Ultimate tensile strength; Enhanced Data Rates for GSM Evolution; Deformation (meteorology); Microstructure; Engineering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001598202,0.0001456859,0.000148399,0.0003334507,0.0001699391,0.0001972885,0.0002159838,0.0003245977,0.001360079],"category_scores_gemma":[0.0002627045,0.0001344017,0.0001539183,0.0002382508,0.0001723377,0.000167597,0.0001116912,0.0001451345,0.0002266718],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001242925,"about_ca_system_score_gemma":0.000109499,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007461556,"about_ca_topic_score_gemma":0.001617762,"domain_scores_codex":[0.9998971,0.000005690895,0.000005719095,0.0000173847,0.0000637227,0.0000103304],"domain_scores_gemma":[0.9997707,0.00002857561,0.00007723255,0.0000198353,0.00008047367,0.00002317474],"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":[0.00006366644,0.000006721896,0.001054949,0.00003430458,0.000001975892,0.0001397164,0.000091835,0.0001895671,0.9963321,0.00002353929,0.0000276288,0.002033919],"study_design_scores_gemma":[0.000003776509,0.0007877034,0.08859435,0.00001520274,0.0000255174,0.000576317,0.0002296367,0.002440139,0.9052868,0.00002222189,0.002002136,0.00001618858],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.99732,0.0001444847,0.001821865,0.000005203561,0.000004350239,0.00001266485,0.0001237984,0.00005862482,0.0005089166],"genre_scores_gemma":[0.9950743,0.000107086,0.002661791,0.000008304088,0.000001793547,0.00001282391,0.0001920688,0.00002545967,0.001916413],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001360079,"threshold_uncertainty_score":0.004549921,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01709940417085256,"score_gpt":0.1897840454568203,"score_spread":0.1726846412859677,"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."}}