{"id":"W2375438894","doi":"","title":"Production characteristics and the optimization of development schemes of fractured gas reservoir with edge or bottom water","year":2002,"lang":"en","type":"article","venue":"Petroleum Exploration and Development","topic":"Reservoir Engineering and Simulation Methods","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Discovery Air (Canada)","funders":"","keywords":"Petroleum engineering; Bottom water; Fracture (geology); Enhanced Data Rates for GSM Evolution; Flow (mathematics); Percolation (cognitive psychology); Environmental science; Fossil fuel; Geology; Engineering; Geotechnical engineering; Waste management; Mechanics","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":[0.000327912,0.0001329364,0.0002069292,0.0001054287,0.00007977596,0.00002785093,0.00004471467,0.00004751699,0.00003528373],"category_scores_gemma":[0.00004187636,0.00007414189,0.00000967238,0.00009159672,0.00005020677,0.000203997,0.00002128537,0.000083415,0.000001413554],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002432203,"about_ca_system_score_gemma":0.0000189922,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":6.447108e-7,"about_ca_topic_score_gemma":0.000001764054,"domain_scores_codex":[0.9991507,0.00003763194,0.0003723078,0.0001292358,0.0001937292,0.0001164057],"domain_scores_gemma":[0.9996452,0.00004156413,0.00006314107,0.0001082235,0.0001025418,0.00003936011],"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":[0.0001664549,0.00002886135,0.0006701804,0.0002617605,0.00007501154,6.043061e-7,0.008654059,0.9807764,0.0007337751,0.00003044932,0.00005766753,0.008544719],"study_design_scores_gemma":[0.001824777,0.00004129236,0.002000073,0.0001151109,0.00001804082,0.000005741333,0.0003358134,0.8751269,0.1077554,0.00001757751,0.01250481,0.0002545271],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5345007,0.0001907621,0.4646718,0.0002720202,0.00008875075,0.0001593605,8.115605e-7,0.00005840299,0.00005741845],"genre_scores_gemma":[0.8763083,0.0003802408,0.1229553,0.000007574233,0.00002536727,0.00004911165,0.00002957868,0.00001731462,0.0002272278],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3418077,"threshold_uncertainty_score":0.3023418,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02799900475930954,"score_gpt":0.2275633258583912,"score_spread":0.1995643210990817,"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."}}