{"id":"W4381886572","doi":"10.2139/ssrn.4489418","title":"Inflow and Outflow Rates Management in Sagd Projects: Operating with Fewer Greenhouse Gas Emissions","year":2023,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Reservoir Engineering and Simulation Methods","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Inflow; Outflow; Greenhouse gas; Environmental science; Petroleum engineering; Engineering; Geology; Meteorology; Geography","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":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.001553287,0.0003827678,0.0003880942,0.0004852253,0.0001151842,0.0002153209,0.0002813482,0.0002029345,0.000006440047],"category_scores_gemma":[0.00006737966,0.0003245951,0.00006941483,0.0003090149,0.00002054385,0.0001316898,0.0001802645,0.003894042,0.000005039435],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007505395,"about_ca_system_score_gemma":0.0003903943,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005834145,"about_ca_topic_score_gemma":0.0005040925,"domain_scores_codex":[0.9972798,0.00009781415,0.000455253,0.0003318367,0.0002912854,0.00154406],"domain_scores_gemma":[0.9993721,0.00008441697,0.0000709762,0.0003046629,0.00004837613,0.0001195239],"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":[0.00001553325,0.0000133895,0.002300468,0.0002146503,0.0002972463,0.00003978761,0.0003537297,0.9882826,0.00005121917,0.0004257956,0.00004309537,0.007962499],"study_design_scores_gemma":[0.002127103,0.0001750465,0.002474732,0.001335921,0.000105864,0.000174785,0.002010559,0.9731659,0.0001070788,0.01672009,0.0006575513,0.0009453414],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8844131,0.003482484,0.1099232,0.0002419665,0.0004105991,0.0005723699,0.00000496612,0.0004930421,0.0004582081],"genre_scores_gemma":[0.9383845,0.02544383,0.03280323,0.00001609355,0.0003655877,0.0001301784,0.00002431846,0.0002882665,0.00254398],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07712,"threshold_uncertainty_score":0.9999206,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02044576192303376,"score_gpt":0.2822033020367234,"score_spread":0.2617575401136896,"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."}}