{"id":"W2532387125","doi":"10.1111/gcb.13536","title":"Response diversity, nonnative species, and disassembly rules buffer freshwater ecosystem processes from anthropogenic change","year":2016,"lang":"en","type":"article","venue":"Global Change Biology","topic":"Fish Ecology and Management Studies","field":"Environmental Science","cited_by":43,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"Simon Fraser University","keywords":"Ecosystem; Environmental science; Environmental change; Ecology; Diversity (politics); Freshwater ecosystem; Biodiversity; Environmental resource management; Climate change; Biology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009098415,0.0002041586,0.000315785,0.0009019038,0.0005400762,0.0009966015,0.0004239092,0.000323554,0.001644631],"category_scores_gemma":[0.003181814,0.0002076489,0.0002976365,0.0006195094,0.0009192287,0.001007121,0.001169352,0.0003467698,0.0001705653],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006098325,"about_ca_system_score_gemma":0.0005010011,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007354666,"about_ca_topic_score_gemma":0.02218667,"domain_scores_codex":[0.9994449,0.0001675262,0.00003718503,0.0002121164,0.00006178541,0.00007645044],"domain_scores_gemma":[0.9985213,0.00035485,0.0005569097,0.0002587438,0.0001268822,0.0001812808],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000149556,0.0001094356,0.9325426,0.0001358574,0.0002475807,0.0001347947,0.0007026953,0.01165252,0.02102965,0.002239992,0.000831564,0.03022368],"study_design_scores_gemma":[0.000006505205,0.00005396187,0.9819567,0.0000137023,0.00003897704,0.00006205821,0.0009293056,0.01093836,0.001019497,0.003606728,0.001360003,0.00001417545],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9959981,0.0001063857,0.001936875,0.0001468371,0.000003671702,0.0000080446,0.0002132634,0.00005203665,0.00153472],"genre_scores_gemma":[0.9990915,0.0000349418,0.000537799,0.00004560727,0.000003471175,0.00000629362,0.0001438519,0.000006061364,0.0001305784],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007354666,"threshold_uncertainty_score":0.01462376,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04534545752321944,"score_gpt":0.2526359412937353,"score_spread":0.2072904837705158,"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."}}