{"id":"W4396603461","doi":"10.1007/978-3-031-59419-9_76","title":"Assessing the Contribution of Each Mechanism to the Overall Deterioration in Coupled ASR + ISA-Induced Damage","year":2024,"lang":"en","type":"book-chapter","venue":"Rilem bookseries","topic":"Hydrogen embrittlement and corrosion behaviors in metals","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Mechanism (biology); Computer science; Psychology; Philosophy; Epistemology","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":[0.0005304706,0.0005749853,0.0004679568,0.000704695,0.0003035265,0.0007417105,0.0005481954,0.00072272,0.004669537],"category_scores_gemma":[0.000803899,0.0002694684,0.0004491876,0.0004675921,0.0002885954,0.0009229374,0.0004850391,0.0004838216,0.001002947],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000421878,"about_ca_system_score_gemma":0.0002918811,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00135832,"about_ca_topic_score_gemma":0.004089862,"domain_scores_codex":[0.9997596,0.00002231771,0.000008404872,0.00005145383,0.000127606,0.00003046792],"domain_scores_gemma":[0.9995645,0.0001336966,0.00006473385,0.00005129848,0.0001639782,0.0000219206],"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":[0.0009325205,0.000240265,0.02564729,0.000886153,0.0001726754,0.0004333118,0.0002373655,0.0763014,0.7394317,0.003969936,0.001685475,0.1500619],"study_design_scores_gemma":[0.00002800525,0.002371553,0.105143,0.0001083908,0.0003739532,0.0009325661,0.0004859191,0.3080476,0.5725366,0.003166818,0.006705255,0.0001002558],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9010952,0.002657715,0.06285003,0.0001578996,0.0001132036,0.0002052678,0.0007741401,0.0006458109,0.03150057],"genre_scores_gemma":[0.9622901,0.001433046,0.01593463,0.00004190396,0.00001260145,0.00004605736,0.000414097,0.0001027285,0.0197248],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004669537,"threshold_uncertainty_score":0.01562119,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0329777632240927,"score_gpt":0.3038016853236338,"score_spread":0.2708239220995411,"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."}}