{"id":"W1996777689","doi":"10.2118/143113-pa","title":"Montney Fracturing-Fluid Considerations","year":2010,"lang":"en","type":"article","venue":"Journal of Canadian Petroleum Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":45,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Petroleum engineering; Tight gas; Saturation (graph theory); Geology; Capillary pressure; Capillary action; Hydraulic fracturing; Permeability (electromagnetism); Oil shale; Relative permeability; Imbibition; Natural gas; Water saturation; Geotechnical engineering; Porosity; Chemistry; Porous medium; Materials science","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":[0.0001668593,0.0001326904,0.0002755013,0.003457855,0.0001075206,0.00004294536,0.0002574758,0.0003193699,0.0004315604],"category_scores_gemma":[0.0002237591,0.000120265,0.0001223724,0.0004391441,0.00008562556,0.0001173364,0.00001104593,0.001131841,0.00003644799],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009225955,"about_ca_system_score_gemma":0.0002363739,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003393353,"about_ca_topic_score_gemma":0.1825808,"domain_scores_codex":[0.9990441,0.000009274016,0.0003761871,0.00008637229,0.0001432465,0.0003408659],"domain_scores_gemma":[0.9991118,0.00004088045,0.00008311241,0.0002876394,0.0001237273,0.0003528433],"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":[0.00001320941,0.00006762705,0.008165861,0.00006180749,0.001226123,0.002673812,0.0003032598,0.7429934,0.0790349,0.004547987,0.1528021,0.008109941],"study_design_scores_gemma":[0.0006604095,0.0001055892,0.002753713,0.00003154394,0.0001170599,0.002338232,0.0001245241,0.01340335,0.03291627,0.004409141,0.942759,0.0003811833],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9688934,0.0007413658,0.001266533,0.01431754,0.00116584,0.00003716773,0.0000110823,0.0001711692,0.01339589],"genre_scores_gemma":[0.9979722,0.0001078016,0.001361105,0.0001503581,0.0002298958,0.000002285647,9.245009e-7,0.00002464132,0.0001507672],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7899569,"threshold_uncertainty_score":0.8323349,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004274757371557857,"score_gpt":0.1880310979444639,"score_spread":0.183756340572906,"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."}}