{"id":"W4319071092","doi":"10.3197/jps.63799953906865","title":"Overshoot","year":2023,"lang":"en","type":"article","venue":"The Journal of Population and Sustainability","topic":"Global Energy and Sustainability Research","field":"Energy","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Overshoot (microwave communication); Thriving; Population; Homo sapiens; Natural resource economics; Economics; Global warming; Development economics; Business; Climate change; Political science; Environmental ethics; Neoclassical economics; Ecology; Geography; Computer science; Sociology; Social science","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002784941,0.00007831428,0.0001557388,0.0001182185,0.0002151929,0.00002875989,0.0001620648,0.00005788459,0.00006161714],"category_scores_gemma":[0.002261442,0.00004836944,0.0000747774,0.0005061653,0.0001249036,0.0001340531,0.00008127582,0.0002048458,0.00000340502],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000210799,"about_ca_system_score_gemma":0.00009697244,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002169792,"about_ca_topic_score_gemma":0.0002221932,"domain_scores_codex":[0.9985765,0.0004430178,0.0003352469,0.00008009476,0.0003216249,0.0002434783],"domain_scores_gemma":[0.9986731,0.0003089391,0.0001109007,0.0002128625,0.0005962561,0.0000978953],"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":[0.001371077,0.0001623034,0.2557772,0.0003443262,0.0001005067,0.00007694314,0.004676664,0.1077772,0.00006555308,0.4499883,0.001648551,0.1780114],"study_design_scores_gemma":[0.0004125996,0.0001261137,0.5164639,0.000005222244,0.00002022918,0.00003711106,0.01016887,0.00276455,0.00001626057,0.4521518,0.01775233,0.00008102124],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9933048,0.00008901206,0.00007876415,0.00535508,0.00008822981,0.00009863352,6.195208e-7,0.00002952502,0.0009552576],"genre_scores_gemma":[0.9987095,0.00004730697,0.00001036342,0.00006718444,0.00007236816,0.000001224853,0.000002703058,0.000005889696,0.001083467],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2606867,"threshold_uncertainty_score":0.3280091,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01696009786753356,"score_gpt":0.3106832998322986,"score_spread":0.293723201964765,"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."}}