{"id":"W3123469241","doi":"10.2139/ssrn.2572269","title":"The Economics of Shale Gas Development","year":2015,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Atmospheric and Environmental Gas Dynamics","field":"Environmental Science","cited_by":69,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Shale gas; Petroleum engineering; Natural resource economics; Oil shale; Economics; Environmental science; Geology; Paleontology","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":[0.001057431,0.00009452705,0.0000895659,0.000003006431,0.0001802357,0.00001626677,0.0003184279,0.00003443828,0.00004647004],"category_scores_gemma":[0.00001342478,0.00006587541,0.00004360759,0.0000536691,0.0001651406,0.0001101286,0.000126335,0.0004070103,0.000109019],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001926524,"about_ca_system_score_gemma":0.0003235639,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005805583,"about_ca_topic_score_gemma":0.000493173,"domain_scores_codex":[0.9984898,0.0000265635,0.0002352126,0.0001082131,0.0001710675,0.000969167],"domain_scores_gemma":[0.9996101,0.00001693937,0.0001385358,0.0001286484,0.000003591886,0.0001022097],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001695655,0.0002216567,0.2071192,0.000002377681,0.0002127784,0.000003624996,0.001712548,0.1099107,0.0002394758,0.03160964,0.0005688133,0.6482296],"study_design_scores_gemma":[0.003395695,0.001534693,0.04447567,0.00002038859,0.00008828516,0.001449313,0.02636225,0.01685882,0.0009437417,0.6390962,0.2645751,0.001199836],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9866382,0.000394227,0.007879344,0.0002361311,0.0001058984,0.00005695949,1.285951e-7,0.000006365532,0.004682689],"genre_scores_gemma":[0.9908421,0.002139391,0.002703691,0.00004824765,0.00003787579,0.000002799012,5.593035e-7,0.00001426674,0.004211046],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6470298,"threshold_uncertainty_score":0.5037794,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006625328335138687,"score_gpt":0.1841049889333662,"score_spread":0.1774796605982275,"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."}}