{"id":"W3124556440","doi":"10.3386/w19796","title":"The Housing Market Impacts of Shale Gas Development","year":2014,"lang":"en","type":"preprint","venue":"National Bureau of Economic Research","topic":"Atmospheric and Environmental Gas Dynamics","field":"Environmental Science","cited_by":69,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"Pennsylvania Department of Conservation and Natural Resources","keywords":"Shale gas; Business; Market development; Natural resource economics; Oil shale; Environmental science; Geology; Economics; Paleontology; Market economy","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003207422,0.0001629516,0.0002435028,0.00002757994,0.0002081748,0.00003585529,0.0007513849,0.0001776421,0.00116593],"category_scores_gemma":[0.0001527023,0.0001333899,0.00009360288,0.00006555546,0.0008148929,0.00006742198,0.001664651,0.0004486669,0.0001305043],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001788789,"about_ca_system_score_gemma":0.0002346341,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008225532,"about_ca_topic_score_gemma":0.0002018563,"domain_scores_codex":[0.9977037,0.0001489823,0.0005317883,0.0003678523,0.0008908411,0.0003568457],"domain_scores_gemma":[0.9987047,0.0005296467,0.0002962048,0.0003395367,0.00003137709,0.00009855608],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0003554522,0.0003656781,0.1816011,0.0002741091,0.0003759113,0.000003172248,0.0008814531,0.7132362,0.001229545,0.01694605,0.02880364,0.05592771],"study_design_scores_gemma":[0.001149017,0.0002233037,0.2931702,0.0003102231,0.00002932091,0.00001142505,0.0004967735,0.2314127,0.002972161,0.4438013,0.02544099,0.0009825521],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8349836,0.0001204845,0.0002607075,0.0003725438,0.0001658469,0.0004248593,0.000007702612,0.000008058712,0.1636562],"genre_scores_gemma":[0.9912629,0.0002801245,0.006511287,0.00001805225,0.00006520195,0.0000344286,0.00002287638,0.00002293933,0.001782224],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4818234,"threshold_uncertainty_score":0.9997472,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09251162728812544,"score_gpt":0.3880190809228211,"score_spread":0.2955074536346957,"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."}}