{"id":"W626240371","doi":"10.1071/aj13015","title":"A rapid and flexible method for simulation of CSG water production: application in the Surat and Bowen basins","year":2014,"lang":"en","type":"article","venue":"The APPEA Journal","topic":"Reservoir Engineering and Simulation Methods","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Klohn Crippen Berger (Canada)","funders":"","keywords":"Hydrogeology; Scale (ratio); Flexibility (engineering); Extraction (chemistry); Groundwater; Civil engineering; Hydrology (agriculture); Geology; Computer science; Environmental science; Geotechnical engineering; Engineering; Mathematics; Statistics","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":[0.002518291,0.00006409131,0.00009655594,0.0000565364,0.00007836059,0.00003707283,0.00007647317,0.00003003775,0.000002206494],"category_scores_gemma":[0.00007929513,0.00003361544,0.00002139032,0.00007537434,0.00001680393,0.00009063372,0.000008501263,0.0001182557,3.485182e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000008378194,"about_ca_system_score_gemma":0.000002403441,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001918873,"about_ca_topic_score_gemma":0.00000150982,"domain_scores_codex":[0.9994379,0.0001379146,0.000175689,0.00006447051,0.00008541602,0.00009858925],"domain_scores_gemma":[0.9995089,0.0002749421,0.00002867516,0.0001313414,0.00003664169,0.00001946871],"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":[0.00001520326,0.000003609729,0.0001329448,0.00003941339,0.000008622396,3.618501e-8,0.0009657975,0.9661008,0.00558304,0.0001437586,0.00003373303,0.02697304],"study_design_scores_gemma":[0.00029176,0.00002452138,0.002034554,0.00001285008,0.00001189959,0.00002605065,0.00007757716,0.9807885,0.004461583,0.002594273,0.009626847,0.00004956179],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2745299,0.0002239557,0.7243189,0.0005937079,0.00006481541,0.0001677099,6.209813e-7,0.0000159387,0.00008438586],"genre_scores_gemma":[0.9785396,0.00005781192,0.02114089,0.00001620729,0.0001955732,0.00001339543,0.000001487195,0.00001088408,0.00002409177],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7040098,"threshold_uncertainty_score":0.1370798,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02239598729018939,"score_gpt":0.2972619327370867,"score_spread":0.2748659454468974,"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."}}