{"id":"W4320057567","doi":"10.2118/1222-0056-jpt","title":"Technology Focus: Production and Facilities (December 2022)","year":2022,"lang":"en","type":"article","venue":"Journal of Petroleum Technology","topic":"Oil and Gas Production Techniques","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dow Chemical (Canada)","funders":"","keywords":"Piping; Engineering; Computer science; Manufacturing engineering; Construction engineering; Mechanical engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001481487,0.001777115,0.000593569,0.002478294,0.001186994,0.007574857,0.001184052,0.007096781,0.2728931],"category_scores_gemma":[0.002857121,0.0005107657,0.0007003279,0.002353933,0.0005829209,0.005439125,0.002494685,0.003234306,0.2855892],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003096631,"about_ca_system_score_gemma":0.004125122,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007188514,"about_ca_topic_score_gemma":0.01160125,"domain_scores_codex":[0.9984518,0.00009011591,0.00006935451,0.0001798816,0.0009243926,0.0002844335],"domain_scores_gemma":[0.9979031,0.0001200211,0.0001470134,0.00008314018,0.001112626,0.0006340254],"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":[0.00004263913,0.00002591027,0.0001739528,0.0002064124,0.000003485091,0.00004778326,0.00001378534,0.0001004241,0.0005151171,0.002720337,0.9495065,0.04664361],"study_design_scores_gemma":[0.000005674182,0.00002715676,0.0009670247,0.00008582065,0.000001934865,0.00002774525,0.0000221944,0.00004586916,0.0001162603,0.0005319305,0.998163,0.000005315075],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00151395,0.02349572,0.002326312,0.03599549,0.06545372,0.0002927982,0.02063779,0.001709571,0.8485746],"genre_scores_gemma":[0.006021949,0.01203789,0.0008368287,0.009828176,0.005885127,0.0002146466,0.01040341,0.0003081443,0.9544638],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2728931,"threshold_uncertainty_score":0.9129184,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00510517241028303,"score_gpt":0.2002385211069591,"score_spread":0.195133348696676,"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."}}