{"id":"W1989482214","doi":"10.2118/2004-213","title":"Effect of Hysterisis on Flow in Porous Media","year":2004,"lang":"en","type":"article","venue":"Canadian International Petroleum Conference","topic":"Heat and Mass Transfer in Porous Media","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Porous medium; Flow (mathematics); Materials science; Porosity; Petroleum engineering; Mechanics; Composite material; Engineering; Physics","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":[0.0001318712,0.0001368088,0.0001848314,0.0003600944,0.00001157193,0.00001979242,0.0002601517,0.00006651051,0.0002262346],"category_scores_gemma":[0.00006373498,0.0001401757,0.00003993544,0.000081676,0.0000341567,0.00007201837,0.000005313441,0.0001723324,0.00006593412],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003970574,"about_ca_system_score_gemma":0.0001770778,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01321575,"about_ca_topic_score_gemma":0.1811364,"domain_scores_codex":[0.999187,0.00001819048,0.0002123716,0.0001365526,0.0002019096,0.0002439874],"domain_scores_gemma":[0.9995291,0.00008226946,0.00001125901,0.0001319964,0.00003799522,0.0002073877],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0003504604,0.0001443376,0.03329624,0.0006555931,0.0004503523,0.001920636,0.007515405,0.7902229,0.009709088,0.04359332,0.002789928,0.1093517],"study_design_scores_gemma":[0.03406456,0.004478122,0.3000675,0.005980326,0.0002297941,0.0003688406,0.0008702288,0.2191323,0.3541292,0.009341089,0.06549306,0.005844919],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9596016,0.00003174641,0.0002418852,0.0002964768,0.0013055,0.00006858808,0.0001299909,0.00003983605,0.03828437],"genre_scores_gemma":[0.999633,0.00003145701,0.00006511618,0.00006054167,0.00007843859,0.00002409208,0.00005113948,0.00001811872,0.00003807946],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5710906,"threshold_uncertainty_score":0.9933553,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008396171716881229,"score_gpt":0.2141959718491131,"score_spread":0.2057998001322319,"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."}}