{"id":"W3117556337","doi":"10.1007/s12583-020-1088-1","title":"An Integrated Mass Balance Approach for Assessing Hydrocarbon Resources in a Liquid-Rich Shale Resource Play: An Example from Upper Devonian Duvernay Formation, Western Canada Sedimentary Basin","year":2020,"lang":"en","type":"article","venue":"Journal of Earth Science","topic":"Hydrocarbon exploration and reservoir analysis","field":"Engineering","cited_by":25,"is_retracted":false,"has_abstract":false,"ca_institutions":"Geological Survey of Canada; Natural Resources Canada","funders":"","keywords":"Oil shale; Geology; Petroleum engineering; Mineral resource classification; Sedimentary basin; Porosity; Fossil fuel; Saturation (graph theory); Reservoir modeling; Unconventional oil; Sedimentary rock; Resource (disambiguation); Petroleum reservoir; Petroleum; Petrology; Structural basin; Source rock; Shale oil; Mineralogy; Geochemistry; Geotechnical engineering; Geomorphology; Paleontology; Waste management","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000739936,0.0001694302,0.0003200313,0.0002459084,0.0001567198,0.00027771,0.0005925774,0.00005624436,0.00001717916],"category_scores_gemma":[0.0000494184,0.0001446743,0.00005120438,0.001031189,0.0000679548,0.002054165,0.00002339956,0.0003031488,5.159711e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001459381,"about_ca_system_score_gemma":0.0003570657,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.03077268,"about_ca_topic_score_gemma":0.03491361,"domain_scores_codex":[0.9980438,0.00009398267,0.0005885137,0.000255177,0.0006909563,0.0003275843],"domain_scores_gemma":[0.9990245,0.00005371071,0.0002063213,0.000200245,0.0001275757,0.0003877017],"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":[0.0001544646,0.00006663356,0.03259902,0.00004229341,0.00004634573,0.00004094956,0.01169709,0.8892249,0.06533336,0.00000306105,0.0003041867,0.0004876402],"study_design_scores_gemma":[0.0005814618,0.0001449242,0.004609993,0.00005434353,0.00001786524,0.000009413141,0.006046371,0.9732133,0.01137921,0.000005953415,0.003741879,0.0001952654],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9068605,0.00009180819,0.09230293,0.000352363,0.00007213607,0.0001079693,0.00001375027,0.00002943147,0.0001691691],"genre_scores_gemma":[0.9857141,0.00000912337,0.01345494,0.0005971149,0.0001629429,0.000004377993,0.00003160925,0.00001872316,0.000007082066],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08398835,"threshold_uncertainty_score":0.9826967,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01969149515473741,"score_gpt":0.2268590475162701,"score_spread":0.2071675523615327,"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."}}