{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008404055,0.0002964476,0.0004613733,0.0000372957,0.0001435971,0.00007929942,0.0005433049,0.0001787963,0.00005254236],"category_scores_gemma":[0.0001170699,0.0002163601,0.000107067,0.0002756169,0.0003211258,0.00009777134,0.001163625,0.0003294656,0.00003247077],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003240698,"about_ca_system_score_gemma":0.00008795496,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001537661,"about_ca_topic_score_gemma":0.00004934883,"domain_scores_codex":[0.9976597,0.0002530234,0.0006037757,0.0007445798,0.0004748036,0.0002640499],"domain_scores_gemma":[0.9983144,0.0000674348,0.0005976606,0.0008053331,0.00005931068,0.0001558212],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0002843802,0.0004838641,0.3119095,0.003575059,0.0002631833,0.00003007639,0.0003852205,0.002826521,0.6575838,0.0224771,0.0001703053,0.00001104014],"study_design_scores_gemma":[0.00500446,0.0002886398,0.5941588,0.001561044,0.0004426606,8.760471e-8,0.00009417214,0.1893082,0.2021169,0.0001194159,0.004912726,0.001992828],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.995187,0.0001950038,0.001724097,0.000538741,0.000359583,0.0017024,0.0001748906,0.00006584197,0.00005237636],"genre_scores_gemma":[0.9986692,0.0001430789,0.0008729834,0.00005214679,0.00005783566,0.0001736278,1.924828e-7,0.00002989888,0.00000104615],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4554669,"threshold_uncertainty_score":0.8822907,"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."}}