{"id":"W2074933510","doi":"10.2118/145054-ms","title":"What Has Been Learned From A Hundred MEOR Applications","year":2011,"lang":"en","type":"article","venue":"SPE Enhanced Oil Recovery Conference","topic":"Enhanced Oil Recovery Techniques","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Husky Energy (Canada)","funders":"","keywords":"Microbial enhanced oil recovery; Petroleum engineering; Crude oil; API gravity; Enhanced oil recovery; Environmental science; Geology; Bacteria; Microorganism","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001522977,0.0004381329,0.0005054463,0.0001785638,0.0001270693,0.0003298024,0.0007259988,0.0003179953,0.002075153],"category_scores_gemma":[0.00006501749,0.0005228092,0.000177667,0.0003759987,0.0001661284,0.001496864,0.0001104812,0.0004828059,0.001075776],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001880981,"about_ca_system_score_gemma":0.0001291589,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002658562,"about_ca_topic_score_gemma":0.0008789592,"domain_scores_codex":[0.9978393,0.00005808981,0.0005410509,0.0006948165,0.0002629403,0.0006037735],"domain_scores_gemma":[0.9983243,0.000185592,0.0001390141,0.0009717401,0.00017289,0.0002065138],"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":[0.00006499735,0.00006537958,0.0000131082,0.00006291964,0.0001232132,0.000006025698,0.0009002737,0.0001807142,0.1840326,0.00105475,0.0005874573,0.8129086],"study_design_scores_gemma":[0.0004414002,0.0001314296,0.0003661104,0.0003838078,0.00005647226,0.000003266339,0.000337978,0.001121233,0.8898848,0.08944947,0.01686911,0.0009548815],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1067338,0.001729061,0.6788467,0.000161709,0.002368917,0.000588091,0.0001990909,0.003780423,0.2055923],"genre_scores_gemma":[0.9115025,0.02037543,0.06063474,0.0001954623,0.0003329012,0.001087012,0.0002241855,0.0001966624,0.005451069],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8119537,"threshold_uncertainty_score":0.9997224,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0567111966981931,"score_gpt":0.2451157563975995,"score_spread":0.1884045596994064,"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."}}