{"id":"W2318711022","doi":"10.5751/es-04813-170439","title":"Syndromes of Production in Agriculture: Prospects for Social-Ecological Regime Change","year":2012,"lang":"en","type":"article","venue":"Ecology and Society","topic":"Ecosystem dynamics and resilience","field":"Environmental Science","cited_by":41,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Production (economics); Agriculture; Environmental resource management; Climate change; Natural resource economics; Agricultural productivity; Ecology; Geography; Business; Agroforestry; Environmental science; Economics; Biology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000336991,0.0000526197,0.000118549,0.000004664907,0.0001171723,0.000002164609,0.0000465491,0.0001375953,0.00003795156],"category_scores_gemma":[0.00002096339,0.0000377168,0.00004341376,0.00008347934,0.0001473434,0.00009987509,0.00005019779,0.00005966832,0.000004853543],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005996977,"about_ca_system_score_gemma":0.000002488806,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001611176,"about_ca_topic_score_gemma":0.000171928,"domain_scores_codex":[0.9995087,0.00002491047,0.0000967193,0.0001353297,0.0000427843,0.0001915486],"domain_scores_gemma":[0.9998442,0.00002926263,0.00005904182,0.0000376952,0.000004399636,0.000025417],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000004198607,0.0002213291,0.9894419,0.00004682017,0.00000827759,2.995645e-7,0.004521338,0.000007633425,0.002070103,0.001217314,0.0021984,0.0002623525],"study_design_scores_gemma":[0.0001223089,0.00005838086,0.9983829,0.000002784296,0.000005047812,0.000007244382,0.0003818558,0.0001100736,0.0001405881,0.0003285279,0.0004064646,0.00005377201],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9982117,0.00008581275,0.000005364312,0.0006624958,0.0001762887,0.0004110375,0.000002344967,0.000007365848,0.000437556],"genre_scores_gemma":[0.9989665,0.00006828625,0.000354114,0.00008006351,0.000069115,0.0001109753,0.000002340676,0.00000224278,0.0003464164],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008941017,"threshold_uncertainty_score":0.1538046,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01579129887501104,"score_gpt":0.2339107092720361,"score_spread":0.218119410397025,"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."}}