{"id":"W3006289070","doi":"10.1038/s41559-020-1109-6","title":"Open Science principles for accelerating trait-based science across the Tree of Life","year":2020,"lang":"en","type":"review","venue":"Nature Ecology & Evolution","topic":"Meta-analysis and systematic reviews","field":"Decision Sciences","cited_by":229,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Division of Emerging Frontiers; Research School of Biology, Australian National University; Natural Environment Research Council; BIO5 Institute, University of Arizona; Biological and Environmental Research; Strategic Environmental Research and Development Program; Universitetet i Bergen; Office of Science; School of Life and Environmental Sciences, Deakin University; Deakin University; Deutsches Zentrum für integrative Biodiversitätsforschung Halle-Jena-Leipzig; Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung; University of Tasmania; Commonwealth Scientific and Industrial Research Organisation; University of Hawai'i; Deutsche Forschungsgemeinschaft; Sight Research UK; Leverhulme Trust; U.S. Forest Service; U.S. Department of Energy; ACT Government; National Science Foundation; Ecological Society of America; Fairchild Tropical Botanic Garden; University of Bern; National Climate Change Adaptation Research Facility; University of Miami; Utah State University; U.S. Department of Agriculture; Iowa State University","keywords":"Trait; Tree of life (biology); Open science; Tree (set theory); Psychology; Computer science; Data science; Biology; Mathematics; Statistics; Programming language; Combinatorics","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":["metaresearch","metaepi_narrow","sts","scholarly_communication","open_science"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.2251221,0.0005861261,0.008380757,0.0007013449,0.001917461,0.002172396,0.02415732,0.0007089656,0.0004283992],"category_scores_gemma":[0.2647461,0.0002474708,0.002667719,0.009392546,0.002207187,0.0007498786,0.002101527,0.001096601,0.0001657207],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005126733,"about_ca_system_score_gemma":0.009868209,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000961472,"about_ca_topic_score_gemma":0.0003339154,"domain_scores_codex":[0.971795,0.006017933,0.01158595,0.003154915,0.006520891,0.0009253547],"domain_scores_gemma":[0.9600893,0.0132287,0.01681879,0.004966286,0.004547302,0.0003496539],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000022287,0.0001398847,0.0007921871,0.003523232,0.0002939985,0.00000172765,0.0004062344,0.0001945255,0.00004883416,0.04036138,0.01330173,0.940914],"study_design_scores_gemma":[0.0002176861,0.0001139329,0.004773165,0.0005805591,0.0006589394,0.000009386164,0.0002078245,0.01044652,0.000005102122,0.0007183943,0.981995,0.0002734725],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000448211,0.9824876,0.004687778,0.001250618,0.001557392,0.007405628,0.000228443,0.00001107973,0.001923283],"genre_scores_gemma":[0.3874876,0.4676307,0.1200554,0.005234885,0.003447794,0.008312955,0.0002875027,0.0003124214,0.007230637],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9686933,"threshold_uncertainty_score":0.9999977,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.7109238496339488,"score_gpt":0.5835514193384043,"score_spread":0.1273724302955446,"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."}}