{"id":"W4323925005","doi":"10.1016/j.jmrt.2023.03.008","title":"The effect of non-metallic inclusion morphology on the hydrogen induced cracking (HIC) resistance of L80 steel","year":2023,"lang":"en","type":"article","venue":"Journal of Materials Research and Technology","topic":"Hydrogen embrittlement and corrosion behaviors in metals","field":"Materials Science","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"EVRAZ (Canada); University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Materials science; Scanning electron microscope; Cracking; Morphology (biology); Non-metallic inclusions; Inclusion (mineral); Metal; Hydrogen embrittlement; Oxide; Optical microscope; Hydrogen; Spectroscopy; Metallurgy; Composite material; Corrosion; Mineralogy","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":[0.01314879,0.0001394933,0.0005244343,0.0005896228,0.0006202268,0.00004971978,0.001101071,0.0002005906,0.0001445491],"category_scores_gemma":[0.001524347,0.0000703914,0.00006366059,0.0008916371,0.0008233932,0.00007666687,0.001267665,0.0003675612,0.00002967013],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003003794,"about_ca_system_score_gemma":0.00007142857,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001162585,"about_ca_topic_score_gemma":0.000008542487,"domain_scores_codex":[0.9966941,0.000947428,0.0008190898,0.0001964575,0.0008914386,0.0004514176],"domain_scores_gemma":[0.997129,0.001355301,0.0006194234,0.0004644382,0.0003788714,0.00005294528],"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":[0.0004914837,0.00003318366,0.0003025179,0.00005322272,0.00001576198,0.00004076716,0.00006845775,9.648558e-7,0.9967019,0.001043022,0.0003700358,0.0008786679],"study_design_scores_gemma":[0.000466668,0.001952336,0.0002782369,0.0001621098,0.00001774695,0.00002796327,0.0001592941,0.00000250117,0.9906471,0.005753881,0.0004743052,0.00005787226],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9968902,0.0003113713,0.000002195563,0.002037199,0.0003207344,0.0003554466,0.00001472053,0.00001724177,0.00005091812],"genre_scores_gemma":[0.9991254,0.0005732301,0.00004016567,0.000009129506,0.00005591634,0.00003217398,0.000001003888,0.00001585816,0.0001470939],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01162444,"threshold_uncertainty_score":0.4770345,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03716973162308379,"score_gpt":0.3484295160131804,"score_spread":0.3112597843900966,"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."}}