{"id":"W4385757780","doi":"10.3390/world4030032","title":"The Human Ecology of Overshoot: Why a Major ‘Population Correction’ Is Inevitable","year":2023,"lang":"en","type":"article","venue":"World","topic":"Innovation, Sustainability, Human-Machine Systems","field":"Social Sciences","cited_by":35,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Overpopulation; Overshoot (microwave communication); Population; Population growth; Anthropocene; Natural resource economics; Expansionism; World population; Boom; Economics; Ecology; Natural resource; Neoclassical economics; Engineering; Political science; Sociology; Law; Biology","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":[0.005286585,0.0004506712,0.0006054342,0.000763193,0.003426187,0.004609833,0.001030614,0.004889789,0.007401143],"category_scores_gemma":[0.01079599,0.0002311864,0.0004043485,0.0005636147,0.02451059,0.01134935,0.003936824,0.006674196,0.001702004],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002644442,"about_ca_system_score_gemma":0.0022741,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004226993,"about_ca_topic_score_gemma":0.004242737,"domain_scores_codex":[0.997703,0.0007682541,0.00006494833,0.0004856324,0.000580085,0.0003981699],"domain_scores_gemma":[0.995053,0.002113714,0.0004237095,0.0005681306,0.0009268196,0.0009147587],"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":[0.0002253033,0.0001434973,0.01355141,0.0006234174,0.0001382721,0.001559116,0.01641051,0.001788875,0.002248292,0.656784,0.1647586,0.1417688],"study_design_scores_gemma":[0.00004720753,0.0001075736,0.007708491,0.0003857191,0.00002769442,0.0008971884,0.009288894,0.0008985067,0.0006619154,0.6738406,0.306073,0.00006318372],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.05340334,0.02228253,0.01131944,0.8225466,0.004379309,0.00005227381,0.0001932298,0.0003963086,0.08542698],"genre_scores_gemma":[0.8155534,0.01239438,0.00459497,0.1431551,0.003211207,0.00009658646,0.00009394895,0.0002487127,0.02065168],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.007401143,"threshold_uncertainty_score":0.02795851,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02173869686516657,"score_gpt":0.3439698781103643,"score_spread":0.3222311812451978,"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."}}