{"id":"W4235024339","doi":"10.1057/9781137539564_8","title":"Conclusion","year":2016,"lang":"en","type":"book-chapter","venue":"Palgrave Macmillan US eBooks","topic":"Science and Climate Studies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Petroleum; Oil sands; Urban sprawl; Shale oil; Oil shale; Oil refinery; Consumption (sociology); Unconventional oil; Natural resource economics; Geography; Agricultural economics; Economics; Engineering; Waste management; Geology; Archaeology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001808933,0.0004131816,0.0003655924,0.00005485197,0.0003138169,0.00002892318,0.0004764177,0.000217977,0.0104607],"category_scores_gemma":[0.00001365616,0.0002859116,0.000186392,0.00001210017,0.000795108,0.000003282275,0.0009679695,0.0001636334,0.008024613],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001761391,"about_ca_system_score_gemma":0.00001470574,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004018896,"about_ca_topic_score_gemma":0.0001492208,"domain_scores_codex":[0.9979631,0.00001349774,0.0002999976,0.0006483655,0.0006096718,0.000465316],"domain_scores_gemma":[0.9990476,0.00006141236,0.0001833112,0.0005292559,0.00001475355,0.0001636125],"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":[0.00006444985,0.000002604059,0.00564093,0.000046291,0.0001390362,0.0002622271,0.001048064,0.000001914526,0.00751109,0.7123481,0.004965311,0.26797],"study_design_scores_gemma":[0.0003710132,0.0001285883,0.002392291,0.0001593749,0.0000598909,0.0000303656,0.00002631332,0.000005627338,0.0005441257,0.7360577,0.2593542,0.0008704997],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.0007403544,0.0001776818,0.00001283083,0.00009140846,0.0003202478,0.0002740856,0.00005500965,0.00009477227,0.9982336],"genre_scores_gemma":[0.5637471,0.000318804,0.00008426219,0.0007872615,0.0002319942,0.00001622762,0.000007855976,0.00006345517,0.434743],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.5634906,"threshold_uncertainty_score":0.9999593,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01761256534053535,"score_gpt":0.2359677726661358,"score_spread":0.2183552073256005,"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."}}