{"id":"W3161070515","doi":"10.1016/j.enpol.2021.112303","title":"Do public review processes reflect public input? A study of hydraulic fracturing reviews in Australia and Canada","year":2021,"lang":"en","type":"article","venue":"Energy Policy","topic":"Atmospheric and Environmental Gas Dynamics","field":"Environmental Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland; University of British Columbia","funders":"","keywords":"Government (linguistics); Hydraulic fracturing; Public opinion; Public relations; Public policy; Process (computing); Political science; Engineering; Public administration; Business; Computer science; Law","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0002007979,0.0001964179,0.0003837505,0.00001646576,0.00006138987,0.00002635161,0.0002276662,0.00004694498,0.0005329953],"category_scores_gemma":[0.0002680811,0.0001748777,0.00002860436,0.0008343456,0.00008303683,0.0002386772,0.0003209303,0.0001264087,0.000005349008],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000447818,"about_ca_system_score_gemma":0.0001741089,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.6651263,"about_ca_topic_score_gemma":0.8292108,"domain_scores_codex":[0.998349,0.0001578859,0.0004408781,0.0003896035,0.0003059751,0.000356619],"domain_scores_gemma":[0.9992652,0.00002912904,0.0001721971,0.0003569146,0.000006614314,0.0001699733],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001209982,0.001719129,0.858255,0.001708212,0.00009219442,0.000242716,0.001377689,0.005162392,0.0004978787,0.0007755558,0.00753598,0.1226211],"study_design_scores_gemma":[0.0008633669,0.0001970841,0.2139628,0.0007029955,0.00004890009,0.00008902897,0.0005419031,0.000125213,0.0002277611,0.0003363175,0.7821704,0.0007342671],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9880137,0.007334968,0.00004040372,0.001714667,0.00003142721,0.0002032352,0.000001872482,0.00001033304,0.002649382],"genre_scores_gemma":[0.9782217,0.01809337,0.000377625,0.001881624,0.00003181037,0.00005484576,0.000005280004,0.00001634404,0.001317381],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7746344,"threshold_uncertainty_score":0.7131307,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02883471248114923,"score_gpt":0.2770545021101672,"score_spread":0.248219789629018,"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."}}