{"id":"W2990020863","doi":"10.1016/j.pecon.2019.11.001","title":"Towards an applied metaecology","year":2019,"lang":"en","type":"article","venue":"Perspectives in Ecology and Conservation","topic":"Ecosystem dynamics and resilience","field":"Environmental Science","cited_by":58,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Montréal; Memorial University of Newfoundland; McGill University","funders":"Universidade de São Paulo; Conselho Nacional de Desenvolvimento Científico e Tecnológico; Academy of Finland; Fundação de Amparo à Pesquisa do Estado de São Paulo; Labex OT-Med; Agence Nationale de la Recherche; National Science Foundation","keywords":"Interdependence; Social connectedness; Context (archaeology); Environmental resource management; Action (physics); Risk analysis (engineering); Computer science; Work (physics); Ecological systems theory; Conceptual framework; Environmental change; Management science; Ecology; Environmental planning; Climate change; Business; Geography; Engineering; Political science; Environmental science; Sociology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002351201,0.00006348042,0.0001137854,0.00003564622,0.00005088525,0.000007887358,0.00008424679,0.00008358396,0.0008451177],"category_scores_gemma":[0.00001908382,0.00005862793,0.00001004806,0.0001049735,0.0001368769,0.0001305711,0.00006029199,0.0000802842,0.0001292949],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001008687,"about_ca_system_score_gemma":0.00001215925,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002501689,"about_ca_topic_score_gemma":0.004694958,"domain_scores_codex":[0.999384,0.00005670917,0.0001052955,0.0002725178,0.00004625629,0.0001351973],"domain_scores_gemma":[0.9997693,0.0000480446,0.00004197299,0.0001075849,0.000005673967,0.00002744597],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002214863,0.00007109631,0.9495987,0.000003535446,0.000004406845,0.000001604145,0.001649254,0.0003607527,0.002331844,0.04475698,0.00001032137,0.001189351],"study_design_scores_gemma":[0.0002688909,0.00008197315,0.9787425,9.377035e-7,0.000003008944,0.000005650735,0.002171724,0.01102661,0.00003381338,0.00743959,0.0001499776,0.00007534231],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9629568,0.0000224651,0.00004664149,0.0009629174,0.00009344534,0.000211186,7.66285e-7,0.00001295107,0.03569276],"genre_scores_gemma":[0.9988796,0.00002858772,0.0004537207,0.0003707254,0.000006800113,0.00002634731,0.000002238147,0.000003687901,0.0002283565],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03731738,"threshold_uncertainty_score":0.9253446,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006392853405833675,"score_gpt":0.2304139535705255,"score_spread":0.2240211001646918,"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."}}