{"id":"W2033560226","doi":"10.1016/j.ecolecon.2007.02.020","title":"The transition to an oil contraction economy","year":2007,"lang":"en","type":"article","venue":"Ecological Economics","topic":"Global Energy and Sustainability Research","field":"Energy","cited_by":16,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University","funders":"","keywords":"Non-renewable resource; Minimax; Economics; Consumption (sociology); Resource (disambiguation); Shock (circulatory); Resource depletion; Normative; Microeconomics; Econometrics; Mathematical optimization; Computer science; Mathematics; Renewable energy","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":[0.0006805407,0.00009595096,0.0001497042,0.0004110423,0.001911038,0.002988048,0.0003220147,0.001283384,0.006318094],"category_scores_gemma":[0.002322517,0.00007717466,0.0002213123,0.0004402454,0.004143239,0.003189967,0.00188785,0.001969919,0.0003013783],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003093353,"about_ca_system_score_gemma":0.003766575,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01229268,"about_ca_topic_score_gemma":0.01073631,"domain_scores_codex":[0.9996727,0.00008406526,0.000008094178,0.00002460655,0.00004058169,0.0001699307],"domain_scores_gemma":[0.9995525,0.0001218318,0.0000449953,0.00003162942,0.00006934725,0.0001795771],"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":[0.0001163409,0.00005285173,0.002310265,0.00003146302,0.000004958344,0.0003821935,0.002475504,0.001030005,0.0003754827,0.9719107,0.007545639,0.01376451],"study_design_scores_gemma":[0.00006279887,0.00006159551,0.01255799,0.0001069156,0.00001020113,0.0002706981,0.0157012,0.002669107,0.0005523216,0.7736721,0.194316,0.00001905241],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6713848,0.001311753,0.002949978,0.09232629,0.0003813725,0.00003776723,0.000199215,0.00004387639,0.231365],"genre_scores_gemma":[0.9869635,0.0005510848,0.0002506039,0.001502916,0.00006610958,0.00001217523,0.00002924232,0.00001104082,0.01061338],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01229268,"threshold_uncertainty_score":0.02444226,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01489802152096507,"score_gpt":0.2666762398886774,"score_spread":0.2517782183677124,"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."}}