{"id":"W4406585438","doi":"10.1016/s0967-0653(98)83976-8","title":"10.1016/s0967-0653(98)83976-8","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Modeling, Simulation, and Optimization","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Submarine pipeline; Pipeline transport; Marine engineering; Computer science; Geology; Environmental science; Engineering; Geotechnical engineering; Environmental 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":[0.0001844757,0.000139473,0.0001758922,0.00006951093,0.00009960486,0.00004466422,0.0001418434,0.00008660906,0.9978086],"category_scores_gemma":[0.00009700902,0.0001367698,0.00005737875,0.0001655369,0.00001373677,0.000123817,0.00001901118,0.00007253885,0.9923314],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003457363,"about_ca_system_score_gemma":0.00002411034,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001059068,"about_ca_topic_score_gemma":5.560415e-7,"domain_scores_codex":[0.9990758,0.00003833564,0.0002665423,0.0002052887,0.0002063444,0.0002077331],"domain_scores_gemma":[0.9993358,0.00009237507,0.00005055334,0.0003216704,0.0000967257,0.0001028239],"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":[0.0001160237,0.0001890502,1.218736e-7,0.00004428848,0.00003898603,0.000002754012,0.0003796538,0.07903025,0.000004758612,0.0001463449,0.642772,0.2772758],"study_design_scores_gemma":[0.0002666699,0.00004155501,8.457664e-7,0.00001880502,0.00002758527,0.000001774662,0.000001182555,0.1024782,0.00002665127,0.001025008,0.8959482,0.000163557],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0003259307,0.00001916798,0.0010108,0.0000864867,0.000001988508,0.0002462033,0.000007450696,0.0002031361,0.9980989],"genre_scores_gemma":[0.0001364644,4.151586e-7,0.007680942,0.00002786909,0.0001686549,0.00001206862,0.0000309905,0.00003833828,0.9919043],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2771122,"threshold_uncertainty_score":0.557731,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0179148416430884,"score_gpt":0.2212204609037748,"score_spread":0.2033056192606864,"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."}}