{"id":"W4251551015","doi":"10.1061/9780784481660","title":"Pipelines 2018","year":2018,"lang":"en","type":"paratext","venue":"","topic":"Geotechnical Engineering and Underground Structures","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Pipeline transport; Engineering; Computer science; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001260309,0.001036002,0.0006798613,0.002394338,0.001964297,0.005307438,0.001280642,0.001172249,0.4833339],"category_scores_gemma":[0.003599122,0.0004043051,0.0005364691,0.003176136,0.0005238102,0.003578874,0.002013076,0.001424948,0.2774139],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003635536,"about_ca_system_score_gemma":0.005183011,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03129447,"about_ca_topic_score_gemma":0.09727597,"domain_scores_codex":[0.9985952,0.00009542028,0.00006162306,0.0001642703,0.0009185799,0.0001649877],"domain_scores_gemma":[0.9955021,0.0002271469,0.000110731,0.0002847797,0.003014451,0.0008609285],"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":[0.00001885349,0.0000106197,0.00005332962,0.00006195909,0.000001234767,0.00001707211,0.00001535354,0.0000841675,0.0001683874,0.0007299201,0.9750957,0.02374339],"study_design_scores_gemma":[0.000003665982,0.000006242989,0.0001754114,0.00002860661,0.000001155567,0.00001136092,0.00002459268,0.00007551356,0.00008116139,0.0002337665,0.9993559,0.000002785115],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002624189,0.01037417,0.01424162,0.02208757,0.04726703,0.0006386165,0.03786357,0.008851624,0.8560517],"genre_scores_gemma":[0.00482815,0.004954549,0.001693565,0.0007475308,0.002929249,0.0001010877,0.02212366,0.001450411,0.9611719],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5166661,"threshold_uncertainty_score":0.7369615,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008446539123531735,"score_gpt":0.2149718864413214,"score_spread":0.2065253473177897,"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."}}