{"id":"W4388599552","doi":"10.1016/j.enrev.2023.100056","title":"Sustainable development of unconventional resources: Analysis of the transient linear flow oriented straight-line analysis technique","year":2023,"lang":"en","type":"article","venue":"Energy Reviews","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"China Scholarship Council; Canadian Stroke Consortium; University of Calgary","keywords":"Unconventional oil; Hydraulic fracturing; Petroleum engineering; Transient analysis; Flow (mathematics); Computer science; Permeability (electromagnetism); Volumetric flow rate; Tight gas; Transient (computer programming); Geology; Environmental science; Fossil fuel; Mechanics; Engineering; Transient response; Chemistry; Physics","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005035079,0.0005734502,0.0003381738,0.001654334,0.0002379883,0.0009510316,0.0005902408,0.0005371153,0.001526701],"category_scores_gemma":[0.0009370816,0.0002409115,0.0007728479,0.001311332,0.0006672054,0.001366422,0.000495259,0.0006876349,0.0004123543],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006152461,"about_ca_system_score_gemma":0.000703057,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003128578,"about_ca_topic_score_gemma":0.001913531,"domain_scores_codex":[0.9998013,0.00003947634,0.00001296244,0.00004292502,0.00008220987,0.00002110889],"domain_scores_gemma":[0.9996731,0.0001491525,0.00006450152,0.0000217792,0.00008141091,0.00001014621],"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":[0.00008543755,0.00008650652,0.00807662,0.001051279,0.0001046907,0.0006504159,0.00051018,0.4995283,0.04787197,0.1287957,0.00274109,0.3104978],"study_design_scores_gemma":[0.000003478235,0.00005881564,0.002016748,0.00008920877,0.00002526334,0.0001313882,0.0001646838,0.9555549,0.008378068,0.02701085,0.006535925,0.00003079394],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02519417,0.002188613,0.963781,0.0002177283,0.00004373823,0.00004628259,0.0001714846,0.0003534217,0.008003626],"genre_scores_gemma":[0.7382209,0.006958109,0.2463175,0.0001346592,0.00006612492,0.0002068501,0.000407623,0.000196971,0.00749121],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003128578,"threshold_uncertainty_score":0.006220758,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01273602335323027,"score_gpt":0.2394130263786306,"score_spread":0.2266770030254003,"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."}}