{"id":"W2763473155","doi":"10.12789/geocanj.2017.44.122","title":"Geo-Ethics: What to do When Approval Authority Decisions Contradict Sound Science?","year":2017,"lang":"en","type":"article","venue":"Geoscience Canada","topic":"Risk Perception and Management","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Jurisdiction; Scientific evidence; Regulatory science; Professional association; Action (physics); Taxpayer; Public relations; Business; Political science; Engineering ethics; Medicine; Law; Engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","scholarly_communication"],"consensus_categories":["sts"],"category_scores_codex":[0.005561144,0.0001432749,0.0001747171,0.0001485461,0.01232554,0.004399098,0.002925066,0.00007896164,0.0004215544],"category_scores_gemma":[0.00543308,0.0001339617,0.00004814348,0.0004241847,0.002877644,0.002276194,0.0004332499,0.0002855457,0.00007215046],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009263488,"about_ca_system_score_gemma":0.007325905,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9066942,"about_ca_topic_score_gemma":0.9818248,"domain_scores_codex":[0.9955325,0.0001151524,0.0002256063,0.0006885365,0.002482774,0.0009554049],"domain_scores_gemma":[0.997419,0.0001821135,0.000137062,0.0009304623,0.0003492568,0.0009821302],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002048498,0.00009305843,0.008444486,0.000009371521,0.00001275988,0.00007338892,0.0779544,0.00009173022,0.0002602379,0.4232297,0.07213735,0.4176731],"study_design_scores_gemma":[0.0001712909,0.00002960435,0.06438793,0.00004402642,0.000008547392,0.000001473825,0.03452844,0.0001284075,0.00001310664,0.01683598,0.8835387,0.000312516],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.754274,0.0001532826,0.01108756,0.1159597,0.01516097,0.0015072,0.00004488672,0.0001328877,0.1016795],"genre_scores_gemma":[0.9867508,0.0002170101,0.001825678,0.00410627,0.0002622117,0.0000268122,8.774372e-7,0.000006302706,0.006803977],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8114013,"threshold_uncertainty_score":0.999836,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08641637028677694,"score_gpt":0.377364735265345,"score_spread":0.2909483649785681,"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."}}