{"id":"W3017075520","doi":"10.1101/2020.04.20.050302","title":"Ecosystem Entanglement and the Propagation of Nutrient-Driven Instability","year":2020,"lang":"en","type":"preprint","venue":"bioRxiv (Cold Spring Harbor Laboratory)","topic":"Ecosystem dynamics and resilience","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; University of Guelph","funders":"Liber Ero Foundation; Canada First Research Excellence Fund","keywords":"Ecosystem; Ecology; Food web; Nutrient; Alternative stable state; Population; Abundance (ecology); Biology; Environmental science","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":[0.001114878,0.0001582197,0.0003427641,0.001313472,0.001083143,0.002224782,0.0005103348,0.0008586682,0.004085176],"category_scores_gemma":[0.007996164,0.0002428232,0.0003236789,0.0006642023,0.003769801,0.003540906,0.004459501,0.001193912,0.0002567951],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008964899,"about_ca_system_score_gemma":0.000282008,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007164723,"about_ca_topic_score_gemma":0.0004854785,"domain_scores_codex":[0.9994698,0.0002188522,0.00003133056,0.00009416534,0.0001069439,0.00007888545],"domain_scores_gemma":[0.9937827,0.002514737,0.001968978,0.0007029586,0.0004713786,0.0005593146],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000100052,0.00006137427,0.03305978,0.0001379467,0.0001295116,0.001091663,0.001709126,0.03455676,0.005137254,0.900045,0.003044507,0.02092702],"study_design_scores_gemma":[0.0000130246,0.00004463448,0.01493732,0.00007154308,0.00002507741,0.00039052,0.000598028,0.06102118,0.0007041164,0.9168872,0.005262727,0.00004476885],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8441843,0.002159007,0.09595553,0.006708456,0.000183109,0.00002683811,0.0001695478,0.0002216189,0.05039158],"genre_scores_gemma":[0.9982598,0.0001563996,0.001034977,0.00008128201,0.00002692309,0.000006605022,0.00001227681,0.000008841944,0.0004129033],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004085176,"threshold_uncertainty_score":0.01366627,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007660856696753721,"score_gpt":0.1893768647415382,"score_spread":0.1817160080447845,"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."}}