{"id":"W4406505830","doi":"10.1016/s0967-0653(98)85423-9","title":"10.1016/s0967-0653(98)85423-9","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Offshore Engineering and Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Submarine pipeline; Oceanography; Marine engineering; Environmental science; Geology; Engineering","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":["insufficient_payload"],"category_scores_codex":[0.00004891278,0.0001571113,0.0001490448,0.00009705838,0.00002809225,0.00002824753,0.0002139943,0.0001007524,0.9912576],"category_scores_gemma":[0.00001788743,0.0001611211,0.00003857867,0.0002026554,0.00001693806,0.00006081359,0.00002260145,0.0001580339,0.9979432],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003472379,"about_ca_system_score_gemma":0.000003778653,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004039241,"about_ca_topic_score_gemma":7.734124e-8,"domain_scores_codex":[0.9993595,0.000003947159,0.0001218631,0.0001358172,0.00009723012,0.0002815929],"domain_scores_gemma":[0.999595,0.00002218999,0.000004771438,0.0002932861,0.00001167375,0.00007307877],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000003730263,0.000006831205,9.777704e-9,0.00001059404,0.00001823845,0.000005158482,0.000006626507,0.01843664,0.00003575979,0.000001653994,0.3205068,0.6609679],"study_design_scores_gemma":[0.00008462003,0.00004252201,0.000005418035,0.00001476269,0.000007579416,0.000005513516,8.697573e-7,0.005391685,0.0007972992,0.000007502185,0.9934331,0.0002091432],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0005695758,0.0001690004,0.00001693501,0.00005984506,0.000004605094,0.0000805966,0.00001027157,0.003153288,0.9959359],"genre_scores_gemma":[0.00134981,0.000001418166,0.0004708195,0.00000322719,0.00008721436,0.00002045794,0.000008886585,0.00004604923,0.9980121],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6729262,"threshold_uncertainty_score":0.6570327,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003837202158733638,"score_gpt":0.1446332577723907,"score_spread":0.1407960556136571,"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."}}