{"id":"W3201842908","doi":"10.1038/s41586-021-03871-y","title":"Fine-root traits in the global spectrum of plant form and function","year":2021,"lang":"en","type":"article","venue":"Nature","topic":"Plant nutrient uptake and metabolism","field":"Agricultural and Biological Sciences","cited_by":365,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université Laval","funders":"","keywords":"Trait; Biology; Root (linguistics); Biome; Plant root; Function (biology); Quantitative trait locus; Functional ecology; Ecology; Evolutionary biology; Ecosystem; Horticulture; Computer science; Gene; Genetics","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":[0.00008281632,0.00004519691,0.00007277324,0.000002751385,0.00003032294,0.00001227823,0.00006478549,0.0002118399,0.00003098174],"category_scores_gemma":[0.00002053155,0.00001299285,0.00002551545,0.0002263274,0.00001045543,0.00003772819,0.00001361808,0.0002597022,0.00000105668],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000003393805,"about_ca_system_score_gemma":0.000004371208,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000149934,"about_ca_topic_score_gemma":0.005739402,"domain_scores_codex":[0.9996191,0.00002131087,0.00006560145,0.00009494933,0.00010679,0.00009227572],"domain_scores_gemma":[0.9998918,0.00004116955,0.00002229261,0.00001664749,0.00001152423,0.00001663078],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0004410674,0.0005357992,0.1908585,0.00003314852,0.0000440355,0.0001619815,0.0005445833,0.000001636358,0.1521374,0.1691636,0.02861622,0.457462],"study_design_scores_gemma":[0.0000921906,0.00003140464,0.7309359,0.000006780009,0.000005184142,0.00003022626,0.00007833915,0.000001499263,0.001078399,0.00332411,0.2643864,0.00002946702],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9908015,0.00430632,2.413775e-7,0.003145491,0.00010904,0.00005158377,0.0002272866,0.000005490041,0.001353059],"genre_scores_gemma":[0.9992709,0.0001068109,0.00000388524,0.0003479535,0.0001237255,0.00000131729,0.00008926586,1.057027e-7,0.00005608958],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5400775,"threshold_uncertainty_score":0.3202721,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00989183898062703,"score_gpt":0.2027595545083708,"score_spread":0.1928677155277437,"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."}}