{"id":"W7000879674","doi":"","title":"Gormley - Brian Zinchuk - Thursday, August 4, 2022","year":2022,"lang":"en","type":"other","venue":"Bulletin of Miscellaneous Information (Royal Gardens Kew)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Pipeline (software); Petroleum industry; Pipeline transport","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":[0.0003135136,0.0005367571,0.0002882089,0.0005430497,0.001669798,0.003294858,0.0004349356,0.00115377,0.6554818],"category_scores_gemma":[0.00115038,0.0002991682,0.0002051375,0.0004967748,0.0003158615,0.001573813,0.001168711,0.001774953,0.5212888],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009701095,"about_ca_system_score_gemma":0.001264056,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01823342,"about_ca_topic_score_gemma":0.09305452,"domain_scores_codex":[0.9997621,0.00001326633,0.000004721102,0.0000418305,0.0001187699,0.00005920107],"domain_scores_gemma":[0.9994543,0.00002973378,0.00001695035,0.0000229608,0.0002231367,0.0002528963],"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":[0.00000606874,0.00000446099,0.00002564573,0.000007944789,2.337579e-7,0.00001363299,0.000006572902,0.000004560482,0.00004311579,0.0002321476,0.9946226,0.005033133],"study_design_scores_gemma":[0.000002014141,0.000003133857,0.000186524,0.00001240245,3.111767e-7,0.00001170569,0.00003158248,0.00001086485,0.00004517498,0.00006972816,0.9996248,0.000001641333],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0006845801,0.001541939,0.0004131516,0.009276646,0.009649111,0.00008212886,0.002482243,0.001279892,0.9745904],"genre_scores_gemma":[0.0005215132,0.000206617,0.00004173279,0.0005876344,0.0001152543,0.000004908074,0.0001868695,0.00009863866,0.9982368],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3445182,"threshold_uncertainty_score":0.4914134,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006274862430552829,"score_gpt":0.1894431076436911,"score_spread":0.1831682452131383,"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."}}