{"id":"W2086565124","doi":"10.2118/0710-0061-jpt","title":"Montney Unconventional Gas: An Integrated Approach To Optimizing Wellbore Completions","year":2010,"lang":"en","type":"article","venue":"Journal of Petroleum Technology","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Wellbore; Tight gas; Petroleum engineering; Drilling; Logging while drilling; Directional drilling; Geology; Completion (oil and gas wells); Fossil fuel; Unconventional oil; Engineering; Mining engineering; Hydraulic fracturing; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002457395,0.0001645996,0.0002834469,0.0008451636,0.00005715083,0.00003376158,0.0003888076,0.000211761,0.00003473877],"category_scores_gemma":[0.00005517676,0.0001542011,0.00009432028,0.0003996334,0.00004885978,0.0001400299,0.00002766689,0.0010665,0.00001680573],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000598676,"about_ca_system_score_gemma":0.00002886537,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004070245,"about_ca_topic_score_gemma":0.00001180099,"domain_scores_codex":[0.999032,0.000009595302,0.0004020298,0.0001219667,0.0001602566,0.0002741179],"domain_scores_gemma":[0.9993862,0.00001791858,0.00007494133,0.0002282676,0.0001376778,0.0001550264],"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":[0.000008503878,0.00008782408,0.000267834,0.00002062522,0.000074405,0.00001504914,0.00005758172,0.931883,0.05693714,0.004845452,0.001017286,0.004785234],"study_design_scores_gemma":[0.0008463316,0.0003156069,0.0003989559,0.00009402794,0.0000558167,0.00114062,0.0006419391,0.8932658,0.007408974,0.001236922,0.09416632,0.0004286462],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4278114,0.0001293528,0.5676405,0.0004185529,0.00111686,0.00004980993,0.000009168972,0.000454547,0.002369846],"genre_scores_gemma":[0.8748842,0.00001999836,0.1247889,0.00001691393,0.000194786,0.000006033613,0.000007416526,0.00003690595,0.00004485119],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.4470728,"threshold_uncertainty_score":0.6288139,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006868683686733361,"score_gpt":0.2053419835666841,"score_spread":0.1984732998799507,"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."}}