{"id":"W3082112801","doi":"10.11575/prism/38126","title":"Numerical Modeling of Multi-mechanistic Gas Production from Shale Reservoirs","year":2020,"lang":"en","type":"dissertation","venue":"PRISM (University of Calgary)","topic":"Reservoir Engineering and Simulation Methods","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada; Alberta Innovates; Energi Simulation","keywords":"Petroleum engineering; Shale gas; Production (economics); Oil shale; Geology; Environmental science; Paleontology; Economics","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001060831,0.0002074207,0.0004613191,0.0001805875,0.00005316274,0.000006633772,0.000287369,0.0002834398,0.00008695866],"category_scores_gemma":[0.0001217446,0.0002844767,0.0001608507,0.0002156438,0.00001601052,0.0001192106,0.00002554024,0.0003851108,0.00001057998],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005673636,"about_ca_system_score_gemma":0.00003678126,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005134043,"about_ca_topic_score_gemma":0.000009971683,"domain_scores_codex":[0.9989696,0.00005001499,0.0002497229,0.0002876252,0.000287769,0.0001552375],"domain_scores_gemma":[0.9993425,0.00005344408,0.0001084768,0.000282242,0.0001116398,0.0001016889],"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":[0.0001340253,0.00004003508,0.00003135957,0.0008909216,0.000183879,0.00001415527,0.002932821,0.9774253,0.008525813,0.00007311888,0.0001489426,0.009599566],"study_design_scores_gemma":[0.000337576,0.00002453116,0.0001913744,0.0001631955,0.00009631737,2.816013e-7,0.0002171957,0.9962001,0.002034015,0.0002532237,0.0002591171,0.0002231147],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.219987,0.0003552699,0.7775875,0.00002008712,0.0004375128,0.0001630177,0.00000244773,0.0001710042,0.001276075],"genre_scores_gemma":[0.5221119,0.0003929092,0.4749992,0.000001724896,0.00005847295,0.000001210585,0.0007441553,0.00008780191,0.001602637],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.3025884,"threshold_uncertainty_score":0.9999607,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02235346972094614,"score_gpt":0.2327028910782207,"score_spread":0.2103494213572745,"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."}}