{"id":"W2981525366","doi":"10.4095/290190","title":"Assessment of climate change impact on ecosystem through developing advanced ecosystem models","year":2012,"lang":"en","type":"report","venue":"","topic":"Climate Change and Environmental Impact","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Natural Resources Canada","funders":"","keywords":"Ecosystem; Environmental science; Climate change; Ecosystem model; Environmental resource management; Total human ecosystem; Ecosystem services; Ecosystem health; Ecology; 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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001086986,0.0009620045,0.001407034,0.0001176318,0.0001700997,0.00004667209,0.0005293694,0.0005068018,0.006462805],"category_scores_gemma":[0.00001217133,0.0007100526,0.0005518158,0.0002709602,0.00005986314,0.001175833,0.0007919429,0.0004133318,0.000761166],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007040757,"about_ca_system_score_gemma":0.00008916753,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001372867,"about_ca_topic_score_gemma":0.0009770609,"domain_scores_codex":[0.9946477,0.0001292155,0.001153392,0.0008894853,0.001867934,0.001312292],"domain_scores_gemma":[0.9974127,0.0001089492,0.001123174,0.001028442,0.00002359309,0.0003031206],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007251111,0.006728448,0.5569223,0.02286738,0.003457532,0.0005125143,0.01114972,0.0880945,0.009574607,0.00279904,0.03672585,0.260443],"study_design_scores_gemma":[0.004871585,0.00408393,0.7782468,0.01595313,0.001532575,0.001117801,0.003403124,0.02055933,0.005537828,0.0009731443,0.1523072,0.01141357],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3376822,0.000497275,0.0004298904,0.00006369862,0.001417121,0.002033234,0.00206512,0.000148123,0.6556633],"genre_scores_gemma":[0.9776416,0.0186507,0.001895674,0.000141703,0.0003610575,0.0002784613,0.0004269308,0.0001730739,0.0004307484],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6552325,"threshold_uncertainty_score":0.9995351,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1757521289053491,"score_gpt":0.3738397457331595,"score_spread":0.1980876168278105,"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."}}