{"id":"W4415774635","doi":"10.1111/ele.70232","title":"The Equilibrium Conundrum","year":2025,"lang":"en","type":"article","venue":"Ecology Letters","topic":"Sustainability and Ecological Systems Analysis","field":"Environmental Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; Université de Sherbrooke; University of Guelph","funders":"Fonds de recherche du Québec – Nature et technologies; Natural Sciences and Engineering Research Council of Canada","keywords":"Empiricism; Empirical evidence; General equilibrium theory; Equilibrium selection; Order (exchange); Population; Field (mathematics)","routes":{"ca_aff":true,"ca_fund":true,"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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004301649,0.0000675337,0.0001066775,0.00001485984,0.0003167169,0.00002945509,0.0002822686,0.0000603657,0.001545346],"category_scores_gemma":[0.0001929824,0.00004350264,0.00007606775,0.0002252671,0.0004628106,0.00004894542,0.0002314677,0.0001003434,0.0006613912],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000268168,"about_ca_system_score_gemma":0.000006721049,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001888001,"about_ca_topic_score_gemma":0.001234394,"domain_scores_codex":[0.9991242,0.000128043,0.0001588379,0.0002048156,0.00006710594,0.0003170346],"domain_scores_gemma":[0.9992942,0.0004059833,0.00003573499,0.0002289653,0.000003468325,0.00003168649],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001191645,0.00003047746,0.8983321,0.000002927278,0.00004972919,0.00001121602,0.00003598309,0.001113394,0.001598552,0.0008919813,0.09661789,0.001303892],"study_design_scores_gemma":[0.0001343477,0.00002211276,0.8358776,7.870185e-7,0.00002194561,0.000001352864,0.0001822738,0.0004803111,0.00007264253,0.001893871,0.1612396,0.00007309677],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9076104,0.00001208473,0.0001082609,0.07609189,0.000331632,0.0001395646,2.679726e-7,0.00002997628,0.0156759],"genre_scores_gemma":[0.984087,0.000001973006,0.00002611049,0.01028125,0.00001846242,0.00003433585,6.372592e-7,0.000002060037,0.005548141],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0764766,"threshold_uncertainty_score":0.9993674,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003042782562567106,"score_gpt":0.2043080589180344,"score_spread":0.2012652763554673,"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."}}