{"id":"W4406444931","doi":"10.1016/j.msea.2025.147875","title":"Comparison of gaseous hydrogen effects in 1200 MPa high strength martensitic and pearlitic steels","year":2025,"lang":"en","type":"article","venue":"Materials Science and Engineering A","topic":"Hydrogen embrittlement and corrosion behaviors in metals","field":"Materials Science","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Universiteit Gent; Movember Canada; Bundesministerium für Bildung und Forschung","keywords":"Materials science; Metallurgy; Martensite; Hydrogen; Composite material; Microstructure; Chemistry","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002540852,0.0002536062,0.0001985214,0.0002367628,0.0001617032,0.0002198638,0.0002856081,0.0003071015,0.0008632705],"category_scores_gemma":[0.0002819889,0.0002182562,0.0002215965,0.0001645349,0.0003406785,0.0002204394,0.0002114686,0.0002109074,0.000145858],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002123757,"about_ca_system_score_gemma":0.0001055342,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001216555,"about_ca_topic_score_gemma":0.002527787,"domain_scores_codex":[0.9996727,0.00004516486,0.00001700781,0.00003604498,0.000172901,0.00005618452],"domain_scores_gemma":[0.999788,0.00004999328,0.00004424928,0.00001497513,0.00007744513,0.00002532376],"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":[0.0001353679,0.000008268299,0.0006116997,0.00005006565,0.00001135553,0.00006590501,0.00003296547,0.0001511999,0.9978637,0.00001783332,0.00001030648,0.001041452],"study_design_scores_gemma":[0.000008108598,0.0008978877,0.0143948,0.000003563643,0.00001369533,0.000116433,0.0000918394,0.0004051364,0.9834738,0.00001409647,0.0005745004,0.000006096957],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9985054,0.0004263652,0.0004821013,0.00001199772,0.000004293598,0.000006229698,0.00005607161,0.00001422902,0.0004933533],"genre_scores_gemma":[0.9985078,0.0001786161,0.0005580736,0.00001048196,0.000003228791,0.000004602874,0.0001459011,0.000008996523,0.0005822877],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001216555,"threshold_uncertainty_score":0.002887964,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007422248516816577,"score_gpt":0.2559281000779407,"score_spread":0.2485058515611241,"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."}}