{"id":"W935187796","doi":"10.1038/srep12652","title":"Weak Interactions and Instability Cascades","year":2015,"lang":"en","type":"article","venue":"Scientific Reports","topic":"Evolutionary Game Theory and Cooperation","field":"Social Sciences","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"Japan Society for the Promotion of Science; Natural Sciences and Engineering Research Council of Canada","keywords":"Interactor; Weak interaction; Food web; Stability (learning theory); Computer science; Set (abstract data type); Physics; Biology; Predation; Ecology; Evolutionary 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":[0.0009755201,0.0004097194,0.0005429405,0.001070724,0.00116595,0.001551687,0.0006909015,0.0008052004,0.003381175],"category_scores_gemma":[0.005214741,0.0003145456,0.000650975,0.0003155647,0.002044444,0.001975385,0.002825946,0.001118357,0.0002943321],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007888136,"about_ca_system_score_gemma":0.000428774,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009848924,"about_ca_topic_score_gemma":0.0005963376,"domain_scores_codex":[0.99935,0.0001997498,0.00002995269,0.0001219301,0.0001879196,0.0001105087],"domain_scores_gemma":[0.9974867,0.0008934665,0.0007029296,0.0002920858,0.0002182641,0.0004064712],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001912623,0.00009225132,0.01124751,0.0002109305,0.0002134861,0.0008788034,0.001193923,0.1237652,0.03420458,0.7942028,0.002493211,0.03130615],"study_design_scores_gemma":[0.00005136651,0.0001656791,0.006603363,0.0000306665,0.00007735407,0.0004167846,0.0002428348,0.2925549,0.004372033,0.6895661,0.005851651,0.00006732678],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7486976,0.001082957,0.2031556,0.001606329,0.0001188819,0.0001130866,0.0001243202,0.0003068585,0.04479448],"genre_scores_gemma":[0.9924192,0.0002339091,0.004336577,0.0001117927,0.0000451336,0.00004764518,0.00002075709,0.0000225799,0.002762323],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003381175,"threshold_uncertainty_score":0.01131111,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04218000016287528,"score_gpt":0.3263076106435187,"score_spread":0.2841276104806434,"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."}}