{"id":"W7000752113","doi":"","title":"Gormley - Brian Zinchuk - Wednesday, September 14, 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; Petroleum; 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":[0.0003391193,0.0005421085,0.0002883947,0.0005921315,0.002137827,0.003743736,0.0004576725,0.00136078,0.66891],"category_scores_gemma":[0.001448983,0.0003222881,0.0002062586,0.0005831187,0.000366675,0.002004355,0.001368476,0.001964018,0.5308543],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001023855,"about_ca_system_score_gemma":0.001534048,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02648186,"about_ca_topic_score_gemma":0.119213,"domain_scores_codex":[0.999718,0.00001668141,0.000005930833,0.00004716967,0.0001372046,0.00007496622],"domain_scores_gemma":[0.9992267,0.00004335583,0.00002203365,0.00003014459,0.0003198415,0.0003579644],"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":[0.000004738866,0.000004368464,0.00003084382,0.000007142038,2.040739e-7,0.00001358036,0.000009054629,0.00000295739,0.00003406817,0.000193543,0.9952237,0.004475863],"study_design_scores_gemma":[0.000001850304,0.00000261828,0.0001808926,0.00001188216,2.986008e-7,0.00001258222,0.00004872397,0.00000745017,0.00003599052,0.00005998784,0.9996359,0.000001732049],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0006657852,0.001342579,0.0003471064,0.01260193,0.009448564,0.00007863004,0.002328053,0.001303806,0.9718836],"genre_scores_gemma":[0.0005191598,0.0001878694,0.00003520891,0.0008799651,0.0001148367,0.000005335019,0.0001911374,0.00009941444,0.9979671],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.33109,"threshold_uncertainty_score":0.4722596,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006270986660253916,"score_gpt":0.1926552608060756,"score_spread":0.1863842741458217,"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."}}