{"id":"W3188062282","doi":"10.15530/urtec-2021-5358","title":"Bakken Unconventional Well Gas-Oil Ratio (GOR) Behavior Characterization","year":2021,"lang":"en","type":"article","venue":"Proceedings of the 9th Unconventional Resources Technology Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"","keywords":"Unconventional oil; Petroleum engineering; Characterization (materials science); Reservoir modeling; Fossil fuel; Geology; Hydraulic fracturing; Tight oil; Materials science; Nanotechnology; Engineering; Oil shale; Paleontology; Waste management","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001908123,0.000229423,0.000310506,0.0002636282,0.0001823425,0.00007732779,0.0006326264,0.0002769928,0.0007716151],"category_scores_gemma":[0.0001425852,0.0001950992,0.0002379978,0.0008017285,0.0002878042,0.0001920557,0.0002188076,0.0004189893,0.00004760944],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007473914,"about_ca_system_score_gemma":0.00008330176,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000481246,"about_ca_topic_score_gemma":0.000009016666,"domain_scores_codex":[0.9984007,0.00001190055,0.0004835041,0.0003391556,0.0004700326,0.0002946873],"domain_scores_gemma":[0.9988225,0.0000284512,0.0002177898,0.0002179354,0.0006473197,0.00006597814],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00005236496,0.0005497129,0.0714373,0.001078962,0.000899174,0.00002850229,0.0004662755,0.002654354,0.8647206,0.03649169,0.001822304,0.01979879],"study_design_scores_gemma":[0.001638044,0.00009744361,0.0315787,0.001022673,0.0006344866,0.0003572534,0.001159873,0.03105502,0.7922539,0.01378603,0.1253256,0.001091055],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9869606,0.0002381393,0.0008828847,0.001879603,0.00048297,0.0001031987,0.00002923155,0.0003153277,0.009108065],"genre_scores_gemma":[0.9891053,0.000159864,0.000364468,0.00003502941,0.00008369215,0.00008154553,0.00005214888,0.00002765976,0.01009034],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1235033,"threshold_uncertainty_score":0.8448644,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007303524457962605,"score_gpt":0.1976001085889633,"score_spread":0.1902965841310007,"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."}}