{"id":"W2579276807","doi":"10.5751/es-07633-200233","title":"Synchrony of peak-rate years suggests challenges to sustainable development: a response to O’Sullivan (2015)","year":2015,"lang":"en","type":"article","venue":"Ecology and Society","topic":"Ecosystem dynamics and resilience","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Sustainable development; Ecology; 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":[0.001668688,0.0001049009,0.0001796722,0.00002493121,0.0001279972,0.000011233,0.000191692,0.0001265275,0.0001120915],"category_scores_gemma":[0.00015772,0.00009844223,0.00003375113,0.0001559134,0.0001252428,0.00006863116,0.0003764704,0.00008237018,0.0003108293],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000234772,"about_ca_system_score_gemma":0.00009242556,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006675464,"about_ca_topic_score_gemma":0.0008453113,"domain_scores_codex":[0.9988896,0.0001346177,0.000177331,0.0003057291,0.0001265282,0.0003661603],"domain_scores_gemma":[0.999357,0.0001134009,0.00005193935,0.0001878294,0.00002767287,0.0002622001],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.001677788,0.001205938,0.2909977,0.000591036,0.0003227725,0.0002725976,0.5406187,0.01550673,0.01977433,0.004341621,0.1131871,0.01150366],"study_design_scores_gemma":[0.0003501287,0.000267635,0.9151632,0.00001432773,0.000006054891,0.000009552748,0.008076863,0.0001719512,0.00007890744,0.0001922443,0.07547218,0.0001969085],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9963701,0.0001875747,0.00008603332,0.001542855,0.00008274919,0.0002537454,0.000002636118,0.00001676837,0.001457519],"genre_scores_gemma":[0.9908371,0.00008309021,0.002611631,0.0003026591,0.00001186889,0.00002583723,0.000001386117,0.000008924086,0.006117512],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6241655,"threshold_uncertainty_score":0.4014358,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01064055749247048,"score_gpt":0.2394917705367744,"score_spread":0.2288512130443039,"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."}}