{"id":"W3165852491","doi":"10.1038/s41559-021-01462-8","title":"Coexistence holes characterize the assembly and disassembly of multispecies systems","year":2021,"lang":"en","type":"article","venue":"Nature Ecology & Evolution","topic":"Modular Robots and Swarm Intelligence","field":"Engineering","cited_by":30,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University; University of Toronto","funders":"Division of Environmental Biology; Consejo Nacional de Ciencia y Tecnología; National Science Foundation","keywords":"Nanotechnology; Materials science; 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":[0.0001458504,0.0001065169,0.0001847555,0.00003280296,0.00008059293,0.00002304178,0.0001135795,0.0002770315,0.000009760177],"category_scores_gemma":[0.0001259838,0.00008138182,0.00003243278,0.0001536272,0.0001163343,0.00008538701,0.00003957135,0.0003017908,0.000006513438],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005821132,"about_ca_system_score_gemma":0.00002388697,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001276783,"about_ca_topic_score_gemma":0.0001308927,"domain_scores_codex":[0.9993125,0.00006420436,0.0001891988,0.0001588411,0.0001056813,0.0001695756],"domain_scores_gemma":[0.9994493,0.0001246805,0.00005018974,0.0001995823,0.0001471336,0.00002917965],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.00003318355,0.0001362495,0.05094367,0.000631384,0.0003011576,0.00006138722,0.001453753,0.02247104,0.811278,0.1052899,0.003991801,0.003408529],"study_design_scores_gemma":[0.0001552305,0.00004105973,0.9504713,0.00006289151,0.00003710424,0.0001274804,0.0005550444,0.02928018,0.01594936,0.0001463891,0.002993239,0.0001806551],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9834904,0.008446353,0.005826233,0.0002155724,0.001395247,0.0001350225,0.00001884267,0.00006163897,0.000410713],"genre_scores_gemma":[0.9990548,0.0004582587,0.0001546122,0.00002897154,0.0001023071,0.00001555503,0.00001377003,0.0000110039,0.0001607289],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8995277,"threshold_uncertainty_score":0.3318654,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009426106946828666,"score_gpt":0.2227653474626542,"score_spread":0.2133392405158256,"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."}}