{"id":"W3095891764","doi":"10.1101/2020.11.03.366054","title":"Exploring the relationship between functional structure and ecosystem multifunctionality requires intraspecific trait variability","year":2020,"lang":"en","type":"preprint","venue":"bioRxiv (Cold Spring Harbor Laboratory)","topic":"Sustainability and Ecological Systems Analysis","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Sherbrooke","funders":"China Scholarship Council; National Natural Science Foundation of China; Lanzhou University","keywords":"Intraspecific competition; Trait; Computer science; Data science; Ecology; Biology","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.002059528,0.0004711524,0.0005950235,0.00005922776,0.0007308202,0.0002586925,0.0004849905,0.0004130595,0.0007146625],"category_scores_gemma":[0.00277412,0.0003694524,0.0002114887,0.0006461881,0.0003485541,0.0003962557,0.0009010015,0.00117344,0.00005747097],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001131303,"about_ca_system_score_gemma":0.000115285,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003389891,"about_ca_topic_score_gemma":0.00006167441,"domain_scores_codex":[0.9958956,0.000813504,0.0007988856,0.001416065,0.0006247701,0.0004511371],"domain_scores_gemma":[0.996892,0.001313931,0.0003937165,0.0009816306,0.00009212539,0.0003265997],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002426767,0.0000413893,0.9931576,0.0002682575,0.000119733,0.000005282241,0.00004705383,0.001216162,0.003638763,0.001364318,0.0001105557,0.000006650524],"study_design_scores_gemma":[0.0001574017,0.00002298576,0.99678,0.0000386756,0.0001526905,2.008698e-8,0.00003000499,0.0004171885,0.0004101464,0.0003567621,0.001229861,0.0004042103],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9938319,0.00003433394,0.002651933,0.001443935,0.000616473,0.0008084312,0.0003950208,0.0002070647,0.00001093919],"genre_scores_gemma":[0.9983566,0.000007244308,0.000528611,0.00007872767,0.0007169965,0.0002698985,0.000001830019,0.00003692066,0.00000313721],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004524765,"threshold_uncertainty_score":0.9998757,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08050562845902126,"score_gpt":0.2243586601868423,"score_spread":0.143853031727821,"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."}}