{"id":"W4409350039","doi":"10.1016/j.ijhydene.2025.04.099","title":"The influence of defects on hydrogen-induced electrical resistivity changes in Fe-based systems: A first-principles study","year":2025,"lang":"en","type":"article","venue":"International Journal of Hydrogen Energy","topic":"Hydrogen embrittlement and corrosion behaviors in metals","field":"Materials Science","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Safran Electronics (Canada); Concordia University","funders":"Natural Sciences and Engineering Research Council of Canada; Safran","keywords":"Electrical resistivity and conductivity; Materials science; Hydrogen; Condensed matter physics; Engineering physics; Chemistry; Electrical engineering; Physics; Engineering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002209689,0.0002337245,0.0003624458,0.0001301384,0.0003049143,0.0002591412,0.00069411,0.0004344944,0.001569396],"category_scores_gemma":[0.0004370573,0.0002122489,0.0002498011,0.0001251653,0.0005865236,0.0003880328,0.0002863549,0.0005707154,0.0001457956],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002137092,"about_ca_system_score_gemma":0.0001472217,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000721253,"about_ca_topic_score_gemma":0.001064432,"domain_scores_codex":[0.9999037,0.00001271671,0.000002145176,0.00001400507,0.00004609231,0.00002136699],"domain_scores_gemma":[0.9998573,0.00007720198,0.00001550473,0.00002190587,0.00002086346,0.000007233056],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0007916923,0.0005405648,0.003312455,0.001193442,0.0001034555,0.001615797,0.0009967847,0.08053243,0.8488814,0.03328364,0.003027452,0.0257209],"study_design_scores_gemma":[0.00007645607,0.0006885221,0.008580114,0.00005327669,0.00005611245,0.0004517458,0.0003857627,0.7367183,0.2443901,0.004322857,0.004224976,0.0000517842],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9816742,0.000840108,0.01028419,0.0003226173,0.00005714058,0.00004343765,0.00009337444,0.00009665854,0.00658832],"genre_scores_gemma":[0.9976134,0.0002777871,0.00134868,0.00002396035,0.00000621014,0.00001404755,0.00004075867,0.00001661928,0.0006586072],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001569396,"threshold_uncertainty_score":0.005250156,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02207918206753665,"score_gpt":0.290734216053473,"score_spread":0.2686550339859363,"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."}}