{"id":"W2536849001","doi":"10.1115/ipc2000-125","title":"Microstructure of Microalloyed Linepipe Steels","year":2000,"lang":"en","type":"article","venue":"","topic":"Microstructure and Mechanical Properties of Steels","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Acicular ferrite; Materials science; Microstructure; Microalloyed steel; Metallurgy; Ferrite (magnet); Bainite; Austenite; Toughness; Tin; Acicular; Composite material","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00003794477,0.0001538346,0.0002178987,0.0000329368,0.00002237811,0.00001310288,0.0001931113,0.0001223881,0.007117047],"category_scores_gemma":[0.000003806186,0.0001195567,0.00008160411,0.00009395996,0.00003726883,0.00007404864,0.00001515123,0.0001327295,0.0001105921],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001261028,"about_ca_system_score_gemma":0.000007421381,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001381976,"about_ca_topic_score_gemma":0.000006027943,"domain_scores_codex":[0.9992788,0.000007388118,0.0002729167,0.000132281,0.00008545451,0.0002231603],"domain_scores_gemma":[0.9996327,0.00001182386,0.00001371123,0.0002444125,0.00002810229,0.00006928135],"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":[0.00002136853,0.000006561181,0.000009888699,0.00006663175,0.00003189331,0.000001779197,0.00009366054,0.001750052,0.9489135,0.000144989,0.007584844,0.04137487],"study_design_scores_gemma":[0.000385757,0.00004431856,0.0002776473,0.0000223866,0.00001458726,0.00001828481,0.00002254228,0.0005306001,0.8522838,0.000389868,0.1457923,0.0002178378],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9349082,0.001337777,0.0002839393,0.00006081855,0.0002461612,0.0001883821,0.00003464736,0.0003107685,0.06262933],"genre_scores_gemma":[0.990728,0.0001923689,0.002599774,0.0002026462,0.00007351699,0.000002171781,0.000008572184,0.00003150671,0.006161508],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1382075,"threshold_uncertainty_score":0.9937906,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004528857188738006,"score_gpt":0.1727251933226966,"score_spread":0.1681963361339586,"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."}}