{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.06448313,0.0004651053,0.0008838174,0.00419278,0.01655885,0.02628563,0.003195448,0.008731679,0.005302488],"category_scores_gemma":[0.1595729,0.0005283205,0.0006126232,0.005037832,0.03809124,0.01244502,0.006363573,0.005565803,0.0007126131],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.06261664,"about_ca_system_score_gemma":0.07389872,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.266108,"about_ca_topic_score_gemma":0.4164802,"domain_scores_codex":[0.8944081,0.06255583,0.004573498,0.003414127,0.02391473,0.01113366],"domain_scores_gemma":[0.8001738,0.1364673,0.0205067,0.004109512,0.0341297,0.004613034],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0002557254,0.0002118567,0.07857195,0.001134271,0.00008626415,0.007310013,0.162883,0.003475887,0.001152313,0.617519,0.01916047,0.1082393],"study_design_scores_gemma":[0.00008587691,0.0002164795,0.03745727,0.003184085,0.000112126,0.00261059,0.5136501,0.006264031,0.001754145,0.246093,0.1883526,0.0002196883],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4453441,0.006975889,0.02635416,0.1772635,0.0007723933,0.0007404573,0.0001395446,0.0001644265,0.3422456],"genre_scores_gemma":[0.9847685,0.0008157892,0.005176819,0.005067015,0.00008938771,0.00009072033,0.00002670731,0.00002628024,0.003938908],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9834412,"threshold_uncertainty_score":0.5291182,"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."}}