{"id":"W4387235632","doi":"10.2118/216371-ms","title":"Prescriptive Analytics of a Surface Safety Valve at the Edge","year":2023,"lang":"en","type":"article","venue":"","topic":"Oil and Gas Production Techniques","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Suncor Energy (Canada)","funders":"","keywords":"Engineering; Real-time computing; Computer science; Reliability 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":[0.0004342199,0.0004126301,0.000342213,0.0006624439,0.0001611859,0.0007250247,0.0005965732,0.0003226998,0.001191241],"category_scores_gemma":[0.002086889,0.0001406608,0.0002097638,0.000443867,0.0003101063,0.0004946926,0.0003894806,0.0003925863,0.0002917342],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003674067,"about_ca_system_score_gemma":0.000304171,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001772572,"about_ca_topic_score_gemma":0.001543039,"domain_scores_codex":[0.9995192,0.00005682057,0.00002035709,0.0001160803,0.0002485757,0.00003900713],"domain_scores_gemma":[0.9987448,0.0005894575,0.0001465697,0.0001708163,0.0002861368,0.00006213731],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001945482,0.000826811,0.06812974,0.000418727,0.00008359263,0.001967829,0.0006019502,0.420049,0.2983085,0.004486948,0.003162625,0.2000189],"study_design_scores_gemma":[0.0000121344,0.0001291582,0.01159885,0.000009634477,0.000005671693,0.00008549861,0.00007545083,0.9523556,0.0338797,0.001270937,0.0005622319,0.00001507178],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.865957,0.0001935413,0.1260766,0.0001692296,0.00004178765,0.00008419709,0.0008825366,0.004118156,0.00247696],"genre_scores_gemma":[0.9925538,0.00002712132,0.006866539,0.00001735968,0.000005675377,0.000007873487,0.0002211439,0.00003040533,0.0002701166],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001772572,"threshold_uncertainty_score":0.003985047,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01659897440597955,"score_gpt":0.2294992421813511,"score_spread":0.2129002677753715,"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."}}