{"id":"W2062673144","doi":"10.2118/77724-ms","title":"A Novel Approach for Incorporating Physical Dispersion in Miscible Displacement","year":2002,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Reservoir Engineering and Simulation Methods","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Dispersion (optics); Mechanics; Grid; Convection; Mathematical optimization; Computer science; Applied mathematics; Geology; Mathematics; Physics; Geometry; Optics","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":[0.0001571625,0.0001158718,0.0001551103,0.00007362472,0.00004021582,0.00003369753,0.00005746986,0.00008098478,0.00001034701],"category_scores_gemma":[0.00003931122,0.0001080747,0.00003730707,0.0001465489,0.00003017031,0.0001769269,0.0000233387,0.000145281,0.000002172555],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003272074,"about_ca_system_score_gemma":0.000002795521,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005789579,"about_ca_topic_score_gemma":0.00000332739,"domain_scores_codex":[0.9993675,0.00001135101,0.0001645137,0.0001809903,0.0001048857,0.0001707813],"domain_scores_gemma":[0.999736,0.00005483082,0.00001678756,0.0001018023,0.0000320864,0.00005850253],"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":[0.00005089747,0.0003997692,0.0004237661,0.000451021,0.0000150216,0.000002316055,0.000912112,0.8061656,0.1538621,0.01858646,0.001344588,0.01778634],"study_design_scores_gemma":[0.0005829344,0.0000818416,0.0004043332,0.00004609885,0.00000511408,0.000002619434,0.000129554,0.9959977,0.001344894,0.0009902006,0.0002610496,0.0001536677],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2758278,0.00005625991,0.7209252,0.00009254331,0.00002823866,0.0002532254,0.00002453708,0.0001625041,0.002629739],"genre_scores_gemma":[0.9530679,0.00003202237,0.04666212,0.00000836488,0.00006465895,0.0000580918,0.00003524089,0.00001324474,0.00005835344],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6772401,"threshold_uncertainty_score":0.4407157,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04040157384254076,"score_gpt":0.2799687915695639,"score_spread":0.2395672177270232,"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."}}