{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004027526,0.0004144127,0.0006025916,0.001111715,0.0004683913,0.002527638,0.0003528785,0.0006205533,0.004817112],"category_scores_gemma":[0.0115746,0.0002795306,0.0008325657,0.001476149,0.0007214342,0.001628944,0.001025797,0.001387295,0.0009687186],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003215481,"about_ca_system_score_gemma":0.0004345265,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009120035,"about_ca_topic_score_gemma":0.001816993,"domain_scores_codex":[0.9985144,0.0004793512,0.0001159232,0.0005417684,0.0002137402,0.0001348011],"domain_scores_gemma":[0.9891157,0.006632917,0.001252846,0.001818406,0.000703752,0.0004764507],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008415019,0.0001891655,0.5840447,0.0009596732,0.002172073,0.0007278267,0.001996771,0.004609773,0.2524738,0.009368721,0.005870007,0.136746],"study_design_scores_gemma":[0.00002068748,0.0001980016,0.9174244,0.0001037505,0.0004498613,0.0005779716,0.0007146434,0.02291118,0.021327,0.02696133,0.009211393,0.00009979043],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.921135,0.0006942824,0.06607427,0.001760097,0.0002217587,0.00003194347,0.0046609,0.0004308866,0.004990914],"genre_scores_gemma":[0.9826454,0.0002478967,0.01329652,0.0001905845,0.00006178404,0.0000429019,0.002105726,0.0002949185,0.00111437],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004817112,"threshold_uncertainty_score":0.0212999,"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."}}