{"id":"W4415295546","doi":"10.3390/su17209161","title":"Optimal Population and Sustainable Growth Under Environmental Constraints","year":2025,"lang":"en","type":"article","venue":"Sustainability","topic":"Sustainable Development and Environmental Policy","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"MacEwan University","funders":"","keywords":"Per capita; Population growth; Sustainability; Consumption (sociology); Population; Overshoot (microwave communication); Environmental degradation; Pollution; Sustainable development","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":[0.0006038916,0.0004792986,0.000591701,0.0004855009,0.0004269213,0.001397919,0.0007541426,0.0009392613,0.002733409],"category_scores_gemma":[0.002084796,0.0003088709,0.0005307019,0.0005454892,0.001157882,0.001928742,0.001136109,0.0007586682,0.0002787917],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0024319,"about_ca_system_score_gemma":0.001862707,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01112008,"about_ca_topic_score_gemma":0.006331009,"domain_scores_codex":[0.9996717,0.0001237639,0.00000781778,0.00005830893,0.00003773511,0.0001006323],"domain_scores_gemma":[0.9996263,0.0001795975,0.00006408415,0.00001991796,0.00005680249,0.00005321089],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0000186571,0.00001363753,0.0008538835,0.0000165447,0.00001275918,0.00006164621,0.00004408324,0.8753158,0.0002901694,0.1202471,0.0005949681,0.002530625],"study_design_scores_gemma":[0.00001747809,0.00001872823,0.0004878976,0.00001680269,0.000008792355,0.00003861659,0.0000905243,0.8476831,0.0001200276,0.1491559,0.002348952,0.0000131336],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4346857,0.001492339,0.4586117,0.007554067,0.0001338928,0.00006755177,0.0008158279,0.0001833462,0.09645545],"genre_scores_gemma":[0.9812211,0.0006787492,0.008616935,0.0002047063,0.00002396476,0.0000752921,0.0001542126,0.00004087833,0.008984162],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01112008,"threshold_uncertainty_score":0.0221107,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003371345270860149,"score_gpt":0.2188630548477985,"score_spread":0.2154917095769384,"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."}}