{"id":"W4385886162","doi":"10.55274/r0011614","title":"PR-214-153739-WEB ERW Fatigue Life Integrity Management Improvement - Phase III","year":2019,"lang":"en","type":"report","venue":"","topic":"Offshore Engineering and Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Conservatism; Integrity management; Pipeline (software); Computer science; Reading (process); Set (abstract data type); Moderation; Operations management; Engineering; Machine learning; Operating system","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000444292,0.0008207603,0.0009221208,0.0005572761,0.0000483707,0.0001058693,0.0006900797,0.0008248533,0.000415857],"category_scores_gemma":[0.00007352344,0.0007342033,0.0002901993,0.0002561949,0.00004517683,0.0001097141,0.0003403424,0.001510207,0.0002160455],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008861329,"about_ca_system_score_gemma":0.0002696402,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001008596,"about_ca_topic_score_gemma":0.00002169083,"domain_scores_codex":[0.9969678,0.000008051962,0.0008216213,0.0006333643,0.0008551687,0.0007139998],"domain_scores_gemma":[0.9982554,0.00004290229,0.0001205958,0.001301091,0.0001152534,0.0001647574],"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":[0.00002459641,0.0004019812,0.00008127112,0.007862826,0.003318904,0.0001981811,0.0001117611,0.0121783,0.000821741,0.001921401,0.6339461,0.339133],"study_design_scores_gemma":[0.00240449,0.000338548,0.00005494277,0.0006779149,0.0003473792,0.0000177106,0.0003854523,0.02671179,0.003933728,0.0001060529,0.963184,0.001837975],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01719851,0.005750787,0.06514565,0.0002115372,0.01534978,0.003348202,0.0003049189,0.01690411,0.8757865],"genre_scores_gemma":[0.9241318,0.01129005,0.006511215,0.00005372379,0.0007558078,0.0005533209,0.0005059958,0.0003987787,0.05579938],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9069332,"threshold_uncertainty_score":0.9995109,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03707918303716255,"score_gpt":0.2829218234150417,"score_spread":0.2458426403778792,"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."}}