{"id":"W2481348055","doi":"10.2118/2002-171","title":"Simulating Cold Production by a Coupled Reservoir-Geomechanics Model With Sand Erosion","year":2002,"lang":"en","type":"article","venue":"Canadian International Petroleum Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Petro Geotech (Canada)","funders":"","keywords":"Geomechanics; Erosion; Geology; Petroleum engineering; Geotechnical engineering; Environmental science; Soil science; Geomorphology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009146237,0.0001795324,0.0001597756,0.0002373312,0.0001356025,0.0001304535,0.000290689,0.00009217351,0.000451202],"category_scores_gemma":[0.00005806007,0.0001714016,0.00004373883,0.0001509539,0.00002612092,0.0002148645,0.00001659533,0.0002593462,0.0000479372],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003775514,"about_ca_system_score_gemma":0.00006568724,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.008127453,"about_ca_topic_score_gemma":0.03651768,"domain_scores_codex":[0.9988467,0.00001252745,0.0002040811,0.0002761661,0.0003339226,0.0003266046],"domain_scores_gemma":[0.9992377,0.00002201554,0.00004405364,0.0002354741,0.0001712585,0.0002895556],"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":[0.000004716754,0.000009568739,0.0001732062,0.0000130321,0.00006253614,0.000007613229,0.00009370516,0.9887952,0.003802572,0.0000994263,0.006869644,0.00006879318],"study_design_scores_gemma":[0.000241692,0.0000201193,0.00002345795,0.00006513357,0.00001722265,0.000005592698,0.00003224835,0.9906564,0.001141734,0.00005362056,0.007528747,0.0002140432],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9251977,0.0002373388,0.0574218,0.002746278,0.0004540941,0.000145165,0.0001167357,0.0002352762,0.01344562],"genre_scores_gemma":[0.9937476,0.0001018304,0.0002621128,0.00008318415,0.00009846236,0.00002435951,0.00006152331,0.000032496,0.005588453],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06854989,"threshold_uncertainty_score":0.9984775,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01518421774739995,"score_gpt":0.2026739808896193,"score_spread":0.1874897631422194,"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."}}