{"id":"W2583844069","doi":"10.2118/1016-0073-jpt","title":"Technology Focus: Sand Management and Sand Control","year":2016,"lang":"en","type":"article","venue":"Journal of Petroleum Technology","topic":"Oil and Gas Production Techniques","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Suspect; Software deployment; Set (abstract data type); Term (time); Risk analysis (engineering); Control (management); Quality (philosophy); Computer science; sort; Operations research; Work (physics); Focus (optics); Operations management; Business; Engineering; Political science; Law; Artificial intelligence","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002054819,0.0001582175,0.000334188,0.001325305,0.00004004204,0.00001251836,0.0002453569,0.0002547909,0.00002955831],"category_scores_gemma":[0.00003851537,0.0001069773,0.00005343875,0.0002756454,0.0002060091,0.0001378733,0.00005146867,0.0002747463,0.00001039616],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006670941,"about_ca_system_score_gemma":0.000007351105,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":3.612518e-7,"about_ca_topic_score_gemma":7.52303e-7,"domain_scores_codex":[0.9990582,0.0000113741,0.0004001566,0.0001462142,0.0001226679,0.0002614053],"domain_scores_gemma":[0.9994696,0.00002193693,0.0001370563,0.0002379868,0.00008208849,0.00005132476],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0000524743,0.00004406893,0.007377628,0.00005111109,0.0003053199,0.0001352362,0.0000115143,0.00002012056,0.07426621,0.004521034,0.006396925,0.9068184],"study_design_scores_gemma":[0.005286452,0.001213711,0.002155397,0.0003217761,0.0001923383,0.002882353,0.0001880896,0.00006773022,0.6698946,0.1489252,0.1683618,0.0005105545],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.818118,0.02035336,0.1029886,0.04817319,0.001245441,0.000287897,0.00001557702,0.002457522,0.006360322],"genre_scores_gemma":[0.9922274,0.002579901,0.004770055,0.0000250781,0.0001028915,0.00001214663,5.63923e-8,0.00002391102,0.0002585388],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9063078,"threshold_uncertainty_score":0.4362408,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003124527477227508,"score_gpt":0.1921796455842806,"score_spread":0.1890551181070531,"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."}}