{"id":"W2151299050","doi":"10.1017/s1431927603442748","title":"Hydrogen Induced Cracking In Linepipe Steels","year":2003,"lang":"en","type":"article","venue":"Microscopy and Microanalysis","topic":"Material Properties and Failure Mechanisms","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Natural Resources Canada","funders":"","keywords":"Cracking; Materials science; Metallurgy; Hydrogen; Composite material; Chemistry","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006355749,0.00019483,0.000363087,0.0001519957,0.0001531991,0.0001771538,0.000159489,0.0001109459,0.00114492],"category_scores_gemma":[0.00004459566,0.0001647446,0.00006883191,0.0002739786,0.00004822984,0.0001544226,0.0000694862,0.00009567612,0.0001203016],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000036211,"about_ca_system_score_gemma":0.00003203334,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004533193,"about_ca_topic_score_gemma":0.000167652,"domain_scores_codex":[0.9985517,0.0001532695,0.000376804,0.0004307767,0.0001063872,0.000381113],"domain_scores_gemma":[0.9994952,0.00002022753,0.00009724239,0.0002679857,0.00003670107,0.00008263215],"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":[0.00002153422,0.00003586958,0.0004753003,0.00002202541,0.00001259534,0.000008950519,0.0003030868,0.00001058042,0.9985349,0.0002639657,0.00003099188,0.0002802079],"study_design_scores_gemma":[0.0003481732,0.0000384018,0.00006424484,0.00002679859,0.00004556501,0.00001168963,0.0002070177,0.0000334294,0.9939746,0.0003567718,0.004677922,0.0002153416],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9978029,0.0006933779,0.000582734,0.00008510737,0.0001725537,0.0001310495,0.00001046091,0.00003266648,0.0004891613],"genre_scores_gemma":[0.9959942,0.00006332982,0.00313322,0.0002540739,0.00003187988,0.0000126057,0.000005101692,0.00001897168,0.0004866548],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004646931,"threshold_uncertainty_score":0.9997682,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01535352195662647,"score_gpt":0.2469495295042478,"score_spread":0.2315960075476213,"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."}}