{"id":"W2121763032","doi":"10.2118/147120-pa","title":"An Integrated Approach To Design Completions for Horizontal Wells for Unconventional Reservoirs","year":2013,"lang":"en","type":"article","venue":"SPE Journal","topic":"Reservoir Engineering and Simulation Methods","field":"Engineering","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"Imperial Oil (Canada)","funders":"Exxon Mobil Corporation","keywords":"Workflow; Wellbore; Petroleum engineering; Hydraulics; Reservoir simulation; Reservoir modeling; Process (computing); Flow (mathematics); Enhanced oil recovery; Computer science; Engineering","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":[0.0006448569,0.0001429585,0.0001765945,0.0001779676,0.0001558515,0.0001873425,0.0002173892,0.00007510077,0.0001184048],"category_scores_gemma":[0.0001060345,0.0001288107,0.0001246135,0.000162371,0.00001203366,0.0002591286,0.000007434189,0.0001968211,0.00002440711],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001023689,"about_ca_system_score_gemma":0.00003185118,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007382064,"about_ca_topic_score_gemma":0.000001122157,"domain_scores_codex":[0.9990694,0.00005642575,0.0002993503,0.0001283731,0.0001519589,0.0002944901],"domain_scores_gemma":[0.9991489,0.0001677137,0.00003023575,0.0001475723,0.0002457136,0.000259859],"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":[0.00002295707,0.00003293213,0.00002580166,0.00002534216,0.00004056852,2.04366e-7,0.00007115001,0.9737326,0.003439488,0.0006792652,0.02057098,0.001358729],"study_design_scores_gemma":[0.0006935247,0.0002035446,0.0004058671,0.00001854617,0.00001219109,0.00002167201,0.0001392085,0.9684244,0.00054489,0.002727751,0.02663881,0.0001695603],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.02786075,0.00003987219,0.9702042,0.0001640304,0.0005373741,0.0006731804,0.00003311919,0.0001222713,0.0003651935],"genre_scores_gemma":[0.1192989,0.00000587354,0.8795863,0.00002323746,0.0004904416,0.0001638761,0.00005906099,0.00004836446,0.0003239773],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.09143812,"threshold_uncertainty_score":0.5252747,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05728244175572438,"score_gpt":0.3027251720860881,"score_spread":0.2454427303303637,"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."}}