{"id":"W2519896876","doi":"10.2118/1015-0075-jpt","title":"Understanding Waterflood Response in Tight Oil Formations: A Saskatchewan Case Study","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":"Geology; Authigenic; Carbonate; Paleontology; Sedimentary rock","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":[0.00173906,0.0001255903,0.0002934799,0.001455131,0.00002966704,0.00002739441,0.0001821851,0.0001456053,0.00000490187],"category_scores_gemma":[0.0002590565,0.0001108165,0.00004622151,0.0005032448,0.00002321053,0.0002352388,0.00003022122,0.000492266,0.000003994895],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004536297,"about_ca_system_score_gemma":0.00006819336,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000913304,"about_ca_topic_score_gemma":0.00006913432,"domain_scores_codex":[0.9988288,0.0001182528,0.0005735521,0.00007303109,0.0001898468,0.0002165385],"domain_scores_gemma":[0.9994255,0.0001169467,0.00009153134,0.0002023707,0.00007542888,0.00008822582],"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":[0.0001478854,0.00007432282,0.003300021,0.00001835364,0.00005411632,0.003021625,0.003148532,0.9886825,0.0008236283,0.00003963735,0.0001035788,0.0005857717],"study_design_scores_gemma":[0.0135743,0.00282562,0.0005421496,0.0001996652,0.00009592193,0.02320606,0.2367082,0.7123525,0.002343078,0.003853672,0.003629389,0.0006695201],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9096405,0.0002245085,0.08929451,0.0002664203,0.0002782573,0.0000309177,8.427637e-7,0.0001358417,0.0001282163],"genre_scores_gemma":[0.9903923,0.000009821029,0.009460015,0.000003529579,0.00003924218,0.000005404702,1.998859e-7,0.00002176865,0.00006776895],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2763301,"threshold_uncertainty_score":0.4518964,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06858466147086832,"score_gpt":0.2958773081593593,"score_spread":0.2272926466884909,"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."}}