{"id":"W4234235087","doi":"10.5539/jmsr.v5n2p11","title":"Determining the Directionally-Dependent Effective Hydrogen Diffusivity of High Strength Steel Strand","year":2016,"lang":"en","type":"article","venue":"Journal of Materials Science Research","topic":"Hydrogen embrittlement and corrosion behaviors in metals","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Thermal diffusivity; Hydrogen; Materials science; Hydrogen embrittlement; Work (physics); Diffusion; Work function; Analytical Chemistry (journal); Atomic physics; Composite material; Thermodynamics; Chemistry; Physics; Corrosion","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0208588,0.0001540353,0.0004256484,0.0003906577,0.0005616813,0.0002491419,0.001518142,0.00006168803,0.001245176],"category_scores_gemma":[0.001425402,0.00007420685,0.00009542931,0.0005093989,0.001609723,0.0007529212,0.0004266737,0.0001709612,0.00005058399],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001965088,"about_ca_system_score_gemma":0.0004471861,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003868873,"about_ca_topic_score_gemma":0.000009237959,"domain_scores_codex":[0.9938796,0.00106335,0.0008163977,0.0003242587,0.00330171,0.0006146522],"domain_scores_gemma":[0.9964263,0.001026776,0.0005909427,0.0003924493,0.001370998,0.0001925152],"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":[0.0001298703,0.0001709972,0.001962703,0.00001402991,0.000005508176,0.000008981734,0.0001162648,0.000007596552,0.9922675,0.0002049656,0.00003796997,0.005073561],"study_design_scores_gemma":[0.000805476,0.0004443572,0.0234078,0.0001443146,0.00002062907,0.00003370101,0.0001053096,0.000001721478,0.9741791,0.0006953197,0.0000652211,0.00009698734],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9981129,0.00004119235,0.0001129601,0.0001958005,0.001021344,0.0003514085,0.00006092727,0.000008535883,0.00009489219],"genre_scores_gemma":[0.9992829,0.00007538525,0.0002256602,0.000008490694,0.0002304784,0.00002016123,2.834931e-7,0.00001253439,0.0001440962],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0214451,"threshold_uncertainty_score":0.9996678,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03911697576424932,"score_gpt":0.3545709927964491,"score_spread":0.3154540170321998,"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."}}