{"id":"W4233768539","doi":"10.22541/au.158775696.61518280","title":"Ecosystem Entanglement and the Propagation of Nutrient-Driven Instability","year":2020,"lang":"en","type":"dataset","venue":"Authorea","topic":"Agriculture, Land Use, Rural Development","field":"Agricultural and Biological Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; University of Guelph","funders":"","keywords":"Ecosystem; Ecology; Food web; Nutrient; Alternative stable state; Population; Abundance (ecology); Biology; Environmental science","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":[],"consensus_categories":[],"category_scores_codex":[0.0003139672,0.0002210546,0.0003843119,0.000006750526,0.0001388186,0.00004476992,0.0003386783,0.0001641941,0.00009409085],"category_scores_gemma":[0.00008027099,0.00005344187,0.0000965262,0.0002198604,0.00008271346,0.0000475292,0.0002407293,0.0001896798,0.00003923298],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004949536,"about_ca_system_score_gemma":0.00001639641,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000286853,"about_ca_topic_score_gemma":0.001365638,"domain_scores_codex":[0.9984691,0.0002155878,0.0004300214,0.0003506011,0.0003579252,0.0001767632],"domain_scores_gemma":[0.9992338,0.0001561937,0.0003516491,0.00008990109,0.00008000267,0.00008845823],"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":[0.00008725561,0.00005986019,0.0003183502,0.0001169445,0.00004652203,0.000002451337,0.0001239051,2.89362e-7,0.00006710037,0.00125509,0.9953857,0.002536548],"study_design_scores_gemma":[0.0003443944,0.0001255978,0.01494028,0.00007927742,0.00006977526,0.000004624751,0.0002370958,0.000009921263,0.0002711202,0.001085818,0.9826429,0.0001891984],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.09189569,0.0001156942,7.408257e-7,0.001115121,0.0001730032,0.001103719,0.9055294,0.00002480098,0.00004184517],"genre_scores_gemma":[0.1406476,0.0002697677,0.00001776607,0.0001145681,0.0001892751,0.00009682796,0.8586414,7.112231e-7,0.00002198221],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.04875193,"threshold_uncertainty_score":0.2179296,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01545645683646203,"score_gpt":0.2066807932081144,"score_spread":0.1912243363716523,"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."}}