{"id":"W2398815653","doi":"10.1007/s12080-016-0303-2","title":"The duality of stability: towards a stochastic theory of species interactions","year":2016,"lang":"en","type":"article","venue":"Theoretical Ecology","topic":"Ecosystem dynamics and resilience","field":"Environmental Science","cited_by":18,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Guelph","funders":"Army Research Office","keywords":"Stability (learning theory); Metric (unit); Population; Resource (disambiguation); Ecological stability; Ecology; Computer science; Variance (accounting); Simple (philosophy); Mathematics; Statistical physics; Econometrics; Economics; Biology; Physics; Sociology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003921682,0.0007645877,0.001593487,0.001817522,0.001199052,0.003564504,0.002333252,0.001986964,0.002922858],"category_scores_gemma":[0.01668001,0.0006460219,0.001732066,0.001374713,0.005838876,0.007782473,0.003162109,0.003694074,0.000359448],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001986065,"about_ca_system_score_gemma":0.001597458,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002098934,"about_ca_topic_score_gemma":0.001221505,"domain_scores_codex":[0.9979755,0.0009425803,0.00008156967,0.000335351,0.0004714758,0.000193422],"domain_scores_gemma":[0.9894113,0.007308033,0.001117738,0.0008984363,0.0007318892,0.0005325968],"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":[0.000006136461,0.000006562243,0.0002511302,0.00001813097,0.0000121148,0.00001443102,0.00007998407,0.01768304,0.0001842187,0.9791176,0.0003724889,0.002254045],"study_design_scores_gemma":[0.000003444569,0.000006720537,0.0000920147,0.00000688138,0.000004241991,0.00001564465,0.00001458481,0.08357215,0.00003658616,0.9156486,0.0005929485,0.000006172389],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03071099,0.001083346,0.9564259,0.002631536,0.0001405567,0.00001685897,0.0001131574,0.00007528077,0.00880237],"genre_scores_gemma":[0.9151235,0.002025784,0.07345105,0.0006458293,0.0009561269,0.0001427715,0.0001473204,0.0001676607,0.00734011],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003921682,"threshold_uncertainty_score":0.02074009,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009660149830099494,"score_gpt":0.2338915876933534,"score_spread":0.2242314378632539,"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."}}