{"id":"W2045113361","doi":"10.2118/125970-ms","title":"Montney Unconventional Gas - Next Generation, An Integrated Approach to Optimizing Wellbore Completions Technology","year":2009,"lang":"en","type":"article","venue":"SPE Eastern Regional Meeting","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Wellbore; Completion (oil and gas wells); Petroleum engineering; Drilling; Logging while drilling; Engineering; Computer science; Operations research; Construction engineering; Mechanical engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007841124,0.0005006061,0.0003271751,0.0005706754,0.000395522,0.001316361,0.0009002562,0.0004577211,0.002636987],"category_scores_gemma":[0.0006363413,0.0002610559,0.0002340858,0.0005421059,0.0003820347,0.001081545,0.0006355231,0.0004018678,0.0001872106],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001954547,"about_ca_system_score_gemma":0.003132908,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02384793,"about_ca_topic_score_gemma":0.06737759,"domain_scores_codex":[0.9995716,0.00009395425,0.00001011357,0.00006180521,0.0002040968,0.00005836262],"domain_scores_gemma":[0.9998296,0.00003063506,0.00003342685,0.00001753289,0.00006601187,0.00002269539],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002537907,0.0002170547,0.005692416,0.0001543693,0.00005389152,0.0002187322,0.0001533741,0.7436649,0.04567403,0.02426898,0.002873316,0.1767752],"study_design_scores_gemma":[0.00004664637,0.0004526719,0.004139564,0.00002607328,0.00004143017,0.00008416253,0.0002353262,0.9473195,0.02547354,0.005258227,0.01688481,0.00003806498],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3062312,0.001615151,0.6364733,0.001091214,0.00006940027,0.0003162247,0.0002245641,0.001424632,0.05255423],"genre_scores_gemma":[0.8470207,0.0003036608,0.1440558,0.0000538149,0.000009681487,0.00005896909,0.0001289754,0.000070365,0.008298004],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9761521,"threshold_uncertainty_score":0.04741824,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04520928878488564,"score_gpt":0.2315439131042351,"score_spread":0.1863346243193495,"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."}}