{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002723492,0.0009214521,0.0007544024,0.001035613,0.001339439,0.003419956,0.002042928,0.003375109,0.7776521],"category_scores_gemma":[0.004799376,0.0006006283,0.0006927757,0.0007154442,0.0003271468,0.001947175,0.002362636,0.002620824,0.6911381],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00127096,"about_ca_system_score_gemma":0.002242074,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003878846,"about_ca_topic_score_gemma":0.007127909,"domain_scores_codex":[0.9984502,0.0002000721,0.00004810539,0.0001663683,0.0008176829,0.0003176059],"domain_scores_gemma":[0.9944721,0.0005236759,0.0002116014,0.0005537776,0.002615087,0.001623682],"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":[0.0001254702,0.0004344976,0.0002462555,0.0000965425,0.000002073301,0.00003617027,0.00003498913,0.0000490821,0.0006456131,0.0002767215,0.9430019,0.05505069],"study_design_scores_gemma":[0.0001297556,0.0005000719,0.003748683,0.0001204255,0.000004689804,0.00006044875,0.0001411087,0.0002703945,0.001414298,0.0003486453,0.9932461,0.00001540991],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.003184792,0.0002343349,0.004090254,0.004324079,0.002580126,0.003297122,0.00680561,0.01365644,0.9618272],"genre_scores_gemma":[0.006860847,0.0001811999,0.003306367,0.002122875,0.0005267761,0.0008116076,0.005797696,0.001939315,0.9784534],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7776521,"threshold_uncertainty_score":0.3171523,"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."}}