{"id":"W3010683991","doi":"10.18280/ijdne.150116","title":"Identification of Kerogen Type and Recovery of Total Organic Carbon in Prospective Survey on Shale Gas: An Empirical Analysis on Coal-Bearing Blocks in the Junggar Basin","year":2020,"lang":"en","type":"article","venue":"International Journal of Design & Nature and Ecodynamics","topic":"Hydrocarbon exploration and reservoir analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Kerogen; Petroleum engineering; Oil shale; Shale gas; Coal; Geology; Geochemistry; Structural basin; Total organic carbon; Source rock; Waste management; Engineering; Chemistry; Environmental chemistry; Paleontology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002913292,0.0001996444,0.0001373769,0.001274175,0.0003200428,0.000328444,0.0002043527,0.0001809506,0.0004214706],"category_scores_gemma":[0.0006322478,0.0001468051,0.0002367734,0.001006345,0.0004513722,0.0005037217,0.0003997708,0.0001352401,0.0001181804],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003487849,"about_ca_system_score_gemma":0.0002991171,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02398123,"about_ca_topic_score_gemma":0.05078158,"domain_scores_codex":[0.999818,0.00002909797,0.00001500629,0.0000491132,0.00004621354,0.00004249801],"domain_scores_gemma":[0.9995803,0.0001149602,0.00009576706,0.00003629733,0.0001221217,0.00005053727],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001172787,0.000009201873,0.9965044,0.000004544158,0.000009333312,0.0000679045,0.0003769925,0.0001652463,0.0009730787,0.00002331881,0.00001272362,0.001841501],"study_design_scores_gemma":[3.011043e-7,0.00001261485,0.997726,0.000002089169,0.000007100834,0.00004501917,0.000934242,0.0007321378,0.0004352799,0.00001430515,0.00008877884,0.000002083117],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9997882,0.00001532278,0.00006188348,0.000002320618,1.543529e-7,0.000001743962,0.00002913661,6.043456e-7,0.000100562],"genre_scores_gemma":[0.9996203,0.00003261512,0.00008750996,0.000001644598,4.546425e-7,0.000001784762,0.00009803305,7.580111e-7,0.0001568163],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02398123,"threshold_uncertainty_score":0.0476833,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01507022016771501,"score_gpt":0.2604341060417516,"score_spread":0.2453638858740366,"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."}}