{"id":"W4324128590","doi":"10.1111/gcb.16680","title":"Biodiversity change under adaptive community dynamics","year":2023,"lang":"en","type":"article","venue":"Global Change Biology","topic":"Evolution and Genetic Dynamics","field":"Biochemistry, Genetics and Molecular Biology","cited_by":32,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Sherbrooke; The Scarborough Hospital; University of Toronto","funders":"","keywords":"Environmental change; Ecology; Biodiversity; Global change; Ecosystem; Community; Population; Adaptive management; Climate change; Biology; Environmental resource management; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001551614,0.0003505071,0.0004098118,0.001390751,0.001447418,0.001812754,0.0008271762,0.001246816,0.004715206],"category_scores_gemma":[0.005817072,0.000154362,0.00047173,0.0007358165,0.002969329,0.003210006,0.003110797,0.0007782358,0.0003016772],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001886642,"about_ca_system_score_gemma":0.0005848093,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002511034,"about_ca_topic_score_gemma":0.002166497,"domain_scores_codex":[0.9987321,0.0002815384,0.00006095044,0.0004661562,0.0001954779,0.0002636641],"domain_scores_gemma":[0.9976267,0.0003333178,0.0007897511,0.0002677345,0.000450285,0.000532187],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.00025574,0.0001990383,0.172986,0.0003631004,0.0003274853,0.001453327,0.002869997,0.03329133,0.01915819,0.6453528,0.005616161,0.1181269],"study_design_scores_gemma":[0.00005333921,0.0003691596,0.2239334,0.00007198984,0.0001037162,0.001850224,0.002402003,0.09561425,0.001491106,0.654072,0.01993646,0.0001022368],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9085748,0.001221009,0.04174455,0.00648237,0.0001288035,0.0000828838,0.0005291328,0.0002084756,0.04102803],"genre_scores_gemma":[0.9966449,0.000219879,0.001428618,0.0003515916,0.00008754803,0.00003068247,0.00009015379,0.000008127433,0.001138583],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004715206,"threshold_uncertainty_score":0.01577395,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09757595883441285,"score_gpt":0.3103621677111949,"score_spread":0.2127862088767821,"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."}}