{"id":"W2348848794","doi":"","title":"An Analysis and Reference of Pipeline Passage System in Typical Western Countries","year":2009,"lang":"en","type":"article","venue":"Scientific and Technological Management of Land and Resources","topic":"Geotechnical Engineering and Underground Structures","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Pipeline transport; Pipeline (software); China; Crude oil; Petroleum engineering; Engineering; Civil engineering; Forensic engineering; Environmental science; Environmental planning; Business; Environmental resource management; Geography; Environmental engineering; Archaeology; Mechanical engineering","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":[],"consensus_categories":[],"category_scores_codex":[0.000185545,0.00008456736,0.0002136079,0.0002163541,0.00003914586,0.00004610844,0.00009174842,0.00009202534,0.000001808674],"category_scores_gemma":[0.000003282783,0.00005626307,0.00001530812,0.0003146583,0.000236883,0.00003348313,0.00003396167,0.0000816935,8.364909e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000003668704,"about_ca_system_score_gemma":4.928196e-7,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004559246,"about_ca_topic_score_gemma":0.000007378543,"domain_scores_codex":[0.9994163,0.00000841122,0.0001750205,0.0001803317,0.0001079146,0.0001120395],"domain_scores_gemma":[0.9997878,0.0000160533,0.0000235867,0.0001281829,0.000009631414,0.00003476735],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000273636,0.0004163515,0.4073733,0.005434871,0.00067272,0.0001556468,0.0005985888,0.0341309,0.006046048,0.2433379,0.00005025123,0.3015097],"study_design_scores_gemma":[0.0005173507,0.0001887456,0.9510032,0.0002459356,0.0001791547,0.000006440931,0.0007737775,0.04094246,0.0005104048,0.00320901,0.002175669,0.0002478676],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9946557,0.0009660813,0.003714855,0.00004675195,0.00001317655,0.00005666507,0.000006938516,0.0001212025,0.0004186766],"genre_scores_gemma":[0.9993023,0.0002412051,0.0004022121,0.000002008183,0.000002637574,0.000001394892,0.000003184027,0.000001922626,0.00004311389],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5436299,"threshold_uncertainty_score":0.2294341,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005990930453369285,"score_gpt":0.1980742403855119,"score_spread":0.1920833099321426,"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."}}