{"id":"W3087751042","doi":"10.20944/preprints202009.0368.v1","title":"&lt;strong&gt;Boom Bust Economy and Social-ecological System Relationship&lt;/strong&gt;","year":2020,"lang":"en","type":"preprint","venue":"Preprints.org","topic":"Global Energy and Sustainability Research","field":"Energy","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Population; Resource curse; Oil boom; Economics; Bust; Agricultural economics; Natural resource economics; Geography; Natural resource; Economy; Boom; Ecology; Environmental science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity","insufficient_payload"],"category_scores_codex":[0.001653793,0.00082471,0.001266847,0.0002320474,0.0007366488,0.0001967671,0.001345072,0.001628759,0.001419131],"category_scores_gemma":[0.001220604,0.0008700834,0.0005335496,0.0003077648,0.0006138701,0.0002391719,0.005207397,0.002504149,0.001791265],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001618551,"about_ca_system_score_gemma":0.0009544421,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009447073,"about_ca_topic_score_gemma":0.0003650129,"domain_scores_codex":[0.9933469,0.0012312,0.001234853,0.00235431,0.0006199004,0.001212888],"domain_scores_gemma":[0.9964167,0.000508899,0.0004621214,0.001546489,0.0005090733,0.0005566672],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.0002511911,0.0002655229,0.2336547,0.001648684,0.0004613771,0.0001396156,0.0009256091,0.01047372,0.0001714069,0.750851,0.000436139,0.0007209449],"study_design_scores_gemma":[0.001807222,0.0001273242,0.750267,0.0002075456,0.0003162661,0.00005181459,0.002497164,0.006375876,0.0004411404,0.06440202,0.1716331,0.001873558],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7484114,0.0001837073,0.0002524922,0.004891646,0.0004732695,0.001158421,0.00006993243,0.0006934996,0.2438656],"genre_scores_gemma":[0.9926074,0.00003362651,0.0001663622,0.0001305856,0.0006697889,0.000656681,0.000285855,0.00009165643,0.005358119],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6864491,"threshold_uncertainty_score":0.9997971,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1175739590914886,"score_gpt":0.3343547320503719,"score_spread":0.2167807729588833,"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."}}