{"id":"W4297523257","doi":"10.3390/min12101226","title":"Characteristics of Canister Core Desorption Gas from Unconventional Reservoirs and Applications to Improve Assessment of Hydrocarbons-in-Place","year":2022,"lang":"en","type":"article","venue":"Minerals","topic":"Hydrocarbon exploration and reservoir analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Geological Survey of Canada","funders":"Natural Resources Canada","keywords":"Desorption; Oil shale; Petroleum engineering; Geology; Methane; Porosity; Saturation (graph theory); Tight gas; Permeability (electromagnetism); Natural gas; Coring; Core sample; Drilling; Sedimentary rock; Core (optical fiber); Adsorption; Hydraulic fracturing; Geochemistry; Geotechnical engineering; Materials science; Chemistry; Composite material; Paleontology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0001619944,0.0000866247,0.0002168714,0.0001652971,0.00003186559,0.000008303296,0.0001002765,0.00002806549,0.0001228328],"category_scores_gemma":[0.000008966495,0.00009349844,0.00004615974,0.000281443,0.0000195302,0.00004292164,0.00006021494,0.00009906106,0.000001334592],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008382449,"about_ca_system_score_gemma":0.00002783266,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000305326,"about_ca_topic_score_gemma":0.0002855851,"domain_scores_codex":[0.999147,0.00003516167,0.00036142,0.0001459471,0.0002106356,0.00009982358],"domain_scores_gemma":[0.9996201,0.00004227201,0.00007320868,0.0001873037,0.00002162652,0.00005553131],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000028387,0.0001501685,0.01762998,0.00009524016,0.000125708,0.000003614297,0.0005036539,0.1008805,0.8782391,0.001024131,0.0006955817,0.0006238756],"study_design_scores_gemma":[0.001398688,0.0002174491,0.02738067,0.0000576338,0.0001455523,0.000003046377,0.0007792243,0.9428213,0.01282102,0.00173715,0.01213405,0.0005041988],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.994868,0.00006546824,0.003574543,0.0001802045,0.00005966504,0.0002309118,0.0002098551,0.00001947651,0.0007919178],"genre_scores_gemma":[0.9984534,0.00003189335,0.0006605755,0.00003360436,0.00003493035,0.0002385466,0.0002146395,0.00001369818,0.0003187273],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8654181,"threshold_uncertainty_score":0.3812756,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01762376274358024,"score_gpt":0.2634504494755109,"score_spread":0.2458266867319306,"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."}}