{"id":"W2520103263","doi":"10.2118/1015-0056-jpt","title":"University Research and Development Steady in Industry Downturn","year":2015,"lang":"en","type":"article","venue":"Journal of Petroleum Technology","topic":"Reservoir Engineering and Simulation Methods","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Petroleum; Petroleum industry; Fossil fuel; Work (physics); Toll; Recession; Engineering; Management; Economics; Mechanical engineering; Geology; Waste management; Environmental engineering","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":[0.009201907,0.001259079,0.0009394586,0.003465313,0.004728744,0.01841065,0.00203098,0.008213285,0.05033474],"category_scores_gemma":[0.02209548,0.0007395141,0.0009494857,0.003783334,0.003451878,0.009569595,0.007170738,0.01133335,0.03095794],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01323284,"about_ca_system_score_gemma":0.01982355,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02303936,"about_ca_topic_score_gemma":0.01372772,"domain_scores_codex":[0.9906483,0.0009880945,0.0004991656,0.0012911,0.003131369,0.003441897],"domain_scores_gemma":[0.9778747,0.001764181,0.001285569,0.00143769,0.009063543,0.008574351],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.000348983,0.0001563375,0.006633107,0.0002751947,0.00003731125,0.0004932187,0.0004939844,0.0005482659,0.0009320219,0.1061495,0.766478,0.1174542],"study_design_scores_gemma":[0.00003141265,0.00008070549,0.00740538,0.0001786184,0.00001063045,0.0001542225,0.0008123746,0.000374053,0.000458903,0.005357196,0.9851086,0.00002787278],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.03482703,0.02014951,0.005091961,0.6619646,0.02397908,0.0002555467,0.007102103,0.002820641,0.2438095],"genre_scores_gemma":[0.3449106,0.03127709,0.009160403,0.2235245,0.008978998,0.0004731678,0.009544971,0.001153723,0.3709766],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.05033474,"threshold_uncertainty_score":0.1683865,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06855541594812982,"score_gpt":0.3147334424371879,"score_spread":0.2461780264890581,"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."}}