{"id":"W2046936896","doi":"10.1007/s10021-013-9737-1","title":"Interdisciplinary Research for Ecosystem Management","year":2013,"lang":"en","type":"article","venue":"Ecosystems","topic":"Interdisciplinary Research and Collaboration","field":"Decision Sciences","cited_by":14,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta; PolicyWise for Children & Families","funders":"","keywords":"Ecosystem; Environmental resource management; Ecosystem management; Ecology; Total human ecosystem; Environmental science; Geography; Ecosystem services; Ecosystem health; Biology","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":["scholarly_communication","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.01021602,0.000171744,0.0003382595,0.0008916016,0.0008743429,0.001384339,0.001476748,0.0001013493,0.001322062],"category_scores_gemma":[0.0003563695,0.0001221824,0.0001724326,0.001497145,0.00005126812,0.0008290474,0.001260893,0.0002077207,0.01397367],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002535777,"about_ca_system_score_gemma":0.00007349638,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001483671,"about_ca_topic_score_gemma":0.0009867171,"domain_scores_codex":[0.9944625,0.0007688298,0.000951273,0.0007773528,0.002246224,0.0007937516],"domain_scores_gemma":[0.9949024,0.00137749,0.0001619868,0.001083342,0.002208577,0.0002662131],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001017495,0.00009597684,0.0004330966,0.0001204771,0.0000506664,0.00001482971,0.0008559064,0.00004165244,0.0005829221,0.01994711,0.9600447,0.0177109],"study_design_scores_gemma":[0.001601949,0.001499133,0.002512466,0.0003225745,0.0000109592,0.00004581078,0.06780194,0.1155487,0.001237703,0.2500443,0.5587874,0.000587111],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6243535,0.0002921616,0.01747199,0.01675533,0.004117554,0.009770244,0.0001900363,0.0001958974,0.3268533],"genre_scores_gemma":[0.9490054,0.000002018182,0.0004933765,0.00002227191,0.0006445668,0.002543712,0.00001959806,0.00002499091,0.04724407],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4012573,"threshold_uncertainty_score":0.9996523,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2125498304357228,"score_gpt":0.5011941908489892,"score_spread":0.2886443604132664,"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."}}