{"id":"W4252803235","doi":"10.2523/90273-ms","title":"Sand Production Prediction: A New Set of Criteria for Modeling Based on Large-Scale Transient Experiments and Numerical Investigation","year":2004,"lang":"en","type":"article","venue":"Proceedings of SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"Natural Sciences and Engineering Research Council of Canada; Killam Trusts","keywords":"Citation; Exhibition; Computer science; Scale (ratio); Set (abstract data type); Information retrieval; Operations research; Library science; Engineering; Archaeology; History; Geography; Cartography","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003893001,0.002797752,0.002436992,0.003411628,0.000995487,0.003786312,0.002893333,0.002886848,0.001883559],"category_scores_gemma":[0.01097911,0.001057352,0.002402097,0.001473465,0.002020433,0.004316626,0.003138557,0.002045776,0.0008226418],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002029184,"about_ca_system_score_gemma":0.001982587,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006074182,"about_ca_topic_score_gemma":0.003485163,"domain_scores_codex":[0.9961826,0.000799681,0.0003998437,0.0003735387,0.002083571,0.0001606902],"domain_scores_gemma":[0.9918993,0.00327424,0.001652859,0.0007289847,0.002158337,0.0002864549],"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":[0.00011877,0.0002086288,0.006342894,0.0003663732,0.0001411594,0.0002546321,0.0001346253,0.9294258,0.0118185,0.009757223,0.002245727,0.03918567],"study_design_scores_gemma":[0.000007565412,0.00005192643,0.0009813322,0.00002065928,0.00002181202,0.00002778923,0.0000355507,0.9931646,0.002167813,0.002818667,0.0006736263,0.00002864482],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03038354,0.0004611038,0.9597505,0.0003901339,0.00008676942,0.0003438586,0.0003858692,0.0008447047,0.007353424],"genre_scores_gemma":[0.7661029,0.0006929387,0.2256744,0.0001468086,0.0002060199,0.0009490338,0.0007683043,0.0004666684,0.004992779],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.006074182,"threshold_uncertainty_score":0.0205884,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02689922113125369,"score_gpt":0.2640880564667617,"score_spread":0.237188835335508,"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."}}