{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003088667,0.00004313135,0.0000559438,0.00005229354,0.0007980662,0.0002237223,0.00004795747,0.00002930984,0.0001583249],"category_scores_gemma":[0.000749986,0.00004022566,0.00001916657,0.0002723034,0.000649098,0.000572022,0.0000317408,0.00006143143,0.00002819695],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000837792,"about_ca_system_score_gemma":0.0003342778,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004311637,"about_ca_topic_score_gemma":0.002903696,"domain_scores_codex":[0.9989809,0.0001705714,0.0001649863,0.0002709851,0.0002807784,0.0001317157],"domain_scores_gemma":[0.9993175,0.00003573825,0.00006506136,0.0002121449,0.0002156295,0.0001539791],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007362087,0.000558321,0.1518664,0.00002571441,0.00003807685,0.0001639456,0.1446877,0.0002696333,0.009290094,0.4995357,0.1547573,0.03873352],"study_design_scores_gemma":[0.00004636888,0.00001222525,0.002403955,0.000007891744,0.000006283075,0.00005599626,0.01054438,0.00005622168,0.0003532764,0.1451518,0.8412691,0.00009247041],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8867177,0.0001260697,0.0001275606,0.0009733917,0.004817048,0.0001360849,6.120031e-7,0.00006800734,0.1070335],"genre_scores_gemma":[0.9801052,0.000002989912,0.0001451145,0.0000173012,0.0001022823,0.000008553406,0.000006409608,0.000002166753,0.01961004],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6865118,"threshold_uncertainty_score":0.6138161,"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."}}