{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0192123,0.000698692,0.001774792,0.001996997,0.004149888,0.00665559,0.002847017,0.004957658,0.01104913],"category_scores_gemma":[0.05060652,0.0005042924,0.001172443,0.001248391,0.03241454,0.01876388,0.005052845,0.008875544,0.001725566],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005560148,"about_ca_system_score_gemma":0.003794425,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003030571,"about_ca_topic_score_gemma":0.001723929,"domain_scores_codex":[0.9855736,0.006932762,0.0005667981,0.004081866,0.002075541,0.0007694038],"domain_scores_gemma":[0.9693969,0.02170182,0.001621422,0.003257217,0.003014563,0.001008113],"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":[0.00002172957,0.00001410624,0.001008219,0.00007944625,0.00002160621,0.00003772184,0.0005805211,0.0006831817,0.00008597376,0.9817971,0.002745108,0.0129252],"study_design_scores_gemma":[0.00001144166,0.00001678229,0.0005007412,0.00009819556,0.000008181561,0.00005779538,0.0002869332,0.001398835,0.0001130886,0.9835772,0.01391657,0.00001425706],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.08539075,0.04038786,0.3121758,0.3062507,0.003187122,0.0001645902,0.0008428615,0.0005264974,0.2510738],"genre_scores_gemma":[0.9335274,0.006741965,0.02766739,0.02076369,0.001997689,0.0002639557,0.0001953784,0.0002368635,0.008605701],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0192123,"threshold_uncertainty_score":0.1016056,"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."}}