{"id":"W4221007823","doi":"10.3389/fenrg.2022.843518","title":"Evaluation Model and Application of Shale Oil Production Efficiency Under Energy-Depleted Development Mode in Jimsar Sag","year":2022,"lang":"en","type":"article","venue":"Frontiers in Energy Research","topic":"Hydrocarbon exploration and reservoir analysis","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Petro-Canada","funders":"","keywords":"Oil shale; Porosity; Petroleum engineering; Tight oil; Imbibition; Shale oil; Shale oil extraction; Materials science; Environmental science; Effective porosity; Geology; Mineralogy; Composite material","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001830742,0.00009290095,0.0001636207,0.001048419,0.0001186208,0.00001208625,0.0001675206,0.00005622071,0.0000094917],"category_scores_gemma":[0.00004271104,0.0001029187,0.00002120377,0.001440252,0.00005564903,0.0001096135,0.00008728432,0.0002107234,3.244984e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006690105,"about_ca_system_score_gemma":0.0001672603,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002913388,"about_ca_topic_score_gemma":0.000828286,"domain_scores_codex":[0.9977992,0.000299877,0.0003150186,0.0002911002,0.00104285,0.0002519418],"domain_scores_gemma":[0.9995484,0.0000158563,0.00002958586,0.0002231934,0.0001364628,0.00004645329],"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":[0.00001791622,0.00007927151,0.0004014974,0.00001974418,0.00002108738,4.05193e-7,0.0007995489,0.9487787,0.004498353,0.0003074728,0.0002758809,0.04480005],"study_design_scores_gemma":[0.0002937879,0.00001289181,0.0001548227,0.000007769272,0.000005607011,4.735677e-7,0.0009074045,0.9913931,0.003834543,0.002775605,0.0005130311,0.0001009904],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5897177,0.003100662,0.4033568,0.0002799324,0.0002082129,0.0001837072,0.000004699607,0.00007309722,0.003075219],"genre_scores_gemma":[0.997108,0.0003475652,0.001516095,0.000007224783,0.00001608843,0.0006076369,0.00006634817,0.00002096392,0.0003100739],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4073903,"threshold_uncertainty_score":0.4196903,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03332973181563229,"score_gpt":0.2926151377994691,"score_spread":0.2592854059838369,"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."}}