{"id":"W2139969991","doi":"10.1111/j.1461-0248.2008.01195.x","title":"Switching behavior, coexistence and diversification: comparing empirical community‐wide evidence with theoretical predictions","year":2008,"lang":"en","type":"article","venue":"Ecology Letters","topic":"Plant and animal studies","field":"Agricultural and Biological Sciences","cited_by":51,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Ecology; Biology; Trait; Trophic level; Diversification (marketing strategy); Competitor analysis; Trophic cascade; Economics; Food web","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":[0.0001260062,0.00008903148,0.0001355627,0.000007996307,0.001234016,0.00001807949,0.0001587401,0.00004100412,0.00003860305],"category_scores_gemma":[0.00005571547,0.00003622668,0.00002360851,0.00009739034,0.0005474568,0.0001035282,0.0001148712,0.0002521738,0.00001147489],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002124227,"about_ca_system_score_gemma":0.000003058209,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001053244,"about_ca_topic_score_gemma":0.001390554,"domain_scores_codex":[0.9993483,0.0001242094,0.0001000522,0.0001539586,0.00009013508,0.000183299],"domain_scores_gemma":[0.9989949,0.0008585959,0.00003942627,0.00002664747,0.00002140321,0.00005899318],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002831462,0.0000468852,0.9865267,0.000001513208,0.00001112936,0.00002827424,0.0004062603,0.000002008249,0.01212897,0.00009778759,0.0006421697,0.00007995383],"study_design_scores_gemma":[0.00007623619,0.0002057276,0.9987392,0.00001712983,0.00002621605,0.000126802,0.0004075452,0.00005572775,0.00004541368,0.00001657281,0.0001935247,0.0000898401],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9893997,0.00003989705,0.0000125089,0.01012161,0.00002701097,0.0001010452,0.000004137915,0.00005971228,0.0002343881],"genre_scores_gemma":[0.9982508,0.00007084928,0.00008278826,0.001516752,0.0000471055,0.00001536748,0.00000555608,4.884957e-7,0.00001031973],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01221253,"threshold_uncertainty_score":0.9491181,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1389179449993028,"score_gpt":0.2592962881403442,"score_spread":0.1203783431410414,"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."}}