{"id":"W3089401382","doi":"10.1007/978-3-030-53325-0_6","title":"A Pattern When Exploiting Valuable but Dangerous Resources","year":2020,"lang":"en","type":"book-chapter","venue":"","topic":"Global Energy and Sustainability Research","field":"Energy","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Fossil fuel; Asphalt; Resource (disambiguation); Natural resource economics; Harm; Unconventional oil; Geography; Environmental protection; Environmental science; Engineering; Waste management; Economics; Political science; Cartography; Law","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001360905,0.0005045186,0.0003367953,0.0008736124,0.003257084,0.009212155,0.001459081,0.003061342,0.01753601],"category_scores_gemma":[0.003557337,0.0003406256,0.0003506797,0.001423551,0.01143837,0.01447319,0.004729929,0.004161566,0.0064014],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002056975,"about_ca_system_score_gemma":0.002351137,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003307669,"about_ca_topic_score_gemma":0.008379692,"domain_scores_codex":[0.998498,0.0003924023,0.0000585934,0.0002617643,0.0005746188,0.000214634],"domain_scores_gemma":[0.9991016,0.0002143972,0.00009352594,0.0002967405,0.0001862507,0.0001075018],"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":[0.00002063246,0.00001029788,0.0003255635,0.00006282954,0.000004975934,0.0002774301,0.00600788,0.0001704291,0.001035992,0.9206126,0.03208698,0.03938431],"study_design_scores_gemma":[0.000003566762,0.00001596649,0.0003027909,0.0002235668,0.00000489953,0.0006201973,0.009401932,0.0003355757,0.0008396833,0.4740275,0.5142076,0.00001674177],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.008225533,0.001443861,0.03142807,0.01497656,0.001330242,0.00005467647,0.0001076478,0.0002045825,0.9422289],"genre_scores_gemma":[0.2847432,0.00357037,0.0304586,0.006353996,0.0004533084,0.000218479,0.0002210662,0.0009953536,0.6729857],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.01753601,"threshold_uncertainty_score":0.05866379,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03928955533208641,"score_gpt":0.2508987510070364,"score_spread":0.21160919567495,"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."}}