{"id":"W4297359433","doi":"10.1016/j.corsci.2022.110693","title":"Pre-cyclic-loading-enhanced Stage-1b stress corrosion crack growth of pipeline steels","year":2022,"lang":"en","type":"article","venue":"Corrosion Science","topic":"Hydrogen embrittlement and corrosion behaviors in metals","field":"Materials Science","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Materials science; Intergranular corrosion; Stress corrosion cracking; Corrosion; Metallurgy; Cracking; Stress (linguistics); Cyclic stress; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008909673,0.0002860918,0.000193591,0.0002420703,0.0001856432,0.0001997063,0.0002914634,0.0003181302,0.002841137],"category_scores_gemma":[0.0002732513,0.0001951915,0.0001805892,0.000176071,0.000223329,0.0002325218,0.0001651453,0.0003636322,0.0003927037],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004599769,"about_ca_system_score_gemma":0.0003521756,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004398977,"about_ca_topic_score_gemma":0.009466991,"domain_scores_codex":[0.9998459,0.000006201375,0.000004616384,0.00002432555,0.00007140493,0.00004748716],"domain_scores_gemma":[0.9998266,0.00002042709,0.00003237953,0.00001620219,0.00007818072,0.0000262021],"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":[0.0001228909,0.00001907192,0.0003266022,0.00004659528,0.000002267247,0.00004370272,0.00003456201,0.0005438975,0.9968086,0.00006135521,0.0001967077,0.001793792],"study_design_scores_gemma":[0.000006520304,0.0002097611,0.01037037,0.000003739771,0.000003629176,0.00002997315,0.0000370883,0.00719599,0.981351,0.00002245391,0.0007579352,0.00001148153],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9973629,0.0001712813,0.0008061871,0.00003505289,0.00001610569,0.00001163919,0.0001791878,0.00006683109,0.001350898],"genre_scores_gemma":[0.9976992,0.0000622044,0.0004163237,0.00001050604,0.000003421076,0.000006341721,0.0001316708,0.00001233483,0.001657978],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004398977,"threshold_uncertainty_score":0.009504557,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02223127182242186,"score_gpt":0.296014836601142,"score_spread":0.2737835647787201,"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."}}