{"id":"W2917455955","doi":"10.2118/0313-0118-jpt","title":"Technology Focus: Production Operations (March 2013)","year":2013,"lang":"en","type":"article","venue":"Journal of Petroleum Technology","topic":"Fault Detection and Control Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Production (economics); Quality (philosophy); Order (exchange); Computer science; Focus (optics); Operations research; Sorting; Operations management; Business; Epistemology; Economics; Engineering; Microeconomics; Algorithm; Finance; Philosophy","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":[],"consensus_categories":[],"category_scores_codex":[0.001537269,0.0008368734,0.0003614942,0.002101113,0.002409433,0.008124736,0.001000991,0.004340424,0.2157306],"category_scores_gemma":[0.003298426,0.0004940472,0.0003799244,0.00355663,0.0008578132,0.004025193,0.002220537,0.00328074,0.0812593],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006445891,"about_ca_system_score_gemma":0.006596208,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03090303,"about_ca_topic_score_gemma":0.06895135,"domain_scores_codex":[0.9986194,0.0001099011,0.00006048966,0.0001735387,0.0008317507,0.0002048461],"domain_scores_gemma":[0.9985775,0.0002336664,0.00008536463,0.00006963353,0.0006986441,0.0003352369],"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":[0.00001358658,0.00001554296,0.0001427713,0.00009738962,0.000001646094,0.00005452059,0.0001202935,0.00004863918,0.000179921,0.003338182,0.9682196,0.0277679],"study_design_scores_gemma":[0.000002571691,0.000009754883,0.001272731,0.0001405311,0.00000123514,0.00002946284,0.0001305068,0.000026991,0.00007648321,0.000593079,0.9977101,0.000006570564],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002433218,0.0525765,0.001487686,0.1048165,0.03910337,0.0001996534,0.004262091,0.001118971,0.794002],"genre_scores_gemma":[0.009843132,0.02065717,0.0005625352,0.01823798,0.006977609,0.0001099,0.00174419,0.0003078623,0.9415597],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2157306,"threshold_uncertainty_score":0.7216907,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004764357762839692,"score_gpt":0.2077431088490305,"score_spread":0.2029787510861908,"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."}}