{"id":"W3094744489","doi":"10.1115/pvp2020-21054","title":"Pipeline Crack Half-Life Versus 1.10 Safety Factor at Next Inspection","year":2020,"lang":"en","type":"article","venue":"Volume 1: Codes and Standards","topic":"Fatigue and fracture mechanics","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Stantec (Canada)","funders":"","keywords":"Pipeline (software); Interval (graph theory); Integrity management; Pipeline transport; Computer science; Reliability engineering; Operator (biology); Asset (computer security); Feature (linguistics); Engineering; Computer security; Mathematics; Mechanical engineering","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":[0.000118631,0.0001876673,0.0002401413,0.00003106587,0.0001533643,0.00007309082,0.00007596034,0.0001157023,0.001143409],"category_scores_gemma":[0.000178313,0.0001781865,0.00006209234,0.0001348805,0.0000276849,0.0001572857,0.00004617729,0.0001821816,0.00005617017],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002006791,"about_ca_system_score_gemma":0.00004431655,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002672975,"about_ca_topic_score_gemma":0.0001782663,"domain_scores_codex":[0.99898,0.00001752852,0.0002162487,0.0002089132,0.0003544777,0.0002228464],"domain_scores_gemma":[0.9994557,0.00003256819,0.00002987547,0.0001363111,0.0001221631,0.0002234104],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.004148444,0.00005877995,0.001227665,0.0007034229,0.0004173021,0.00005967238,0.005132395,0.01188815,0.00788538,0.001145126,0.8379642,0.1293694],"study_design_scores_gemma":[0.001045563,0.0001861263,0.000328951,0.0000140705,0.0000268757,0.00000163766,0.0001294429,0.2248618,0.001097858,0.00001737904,0.7720605,0.0002297417],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4650074,0.01320915,0.4671952,0.005647834,0.005068725,0.0008993801,0.00467526,0.003435806,0.0348612],"genre_scores_gemma":[0.9977604,0.00100794,0.0003072881,0.0001581981,0.0003250368,0.000003277194,0.00004409341,0.00003792315,0.0003558523],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5327529,"threshold_uncertainty_score":0.9997697,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02682461534903965,"score_gpt":0.2382845212562258,"score_spread":0.2114599059071862,"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."}}