{"id":"W4403775529","doi":"10.1002/ecy.4436","title":"Leaf architecture and functional traits for 122 species at the University of California Botanical Garden at Berkeley","year":2024,"lang":"en","type":"article","venue":"Ecology","topic":"Tree Root and Stability Studies","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Biology; Shrub; Functional ecology; Trait; Ecology; Liana; Ecosystem","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":[0.00005391942,0.00005742382,0.0001057724,0.00001461455,0.0001100417,0.000002877744,0.00003406454,0.00004961041,0.0003743281],"category_scores_gemma":[0.00002025804,0.00004356434,0.00004965383,0.00002850735,0.0001332999,0.000007881416,0.00006160041,0.0000682883,0.00001971051],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007154083,"about_ca_system_score_gemma":0.000007256349,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001944698,"about_ca_topic_score_gemma":0.02948983,"domain_scores_codex":[0.9996935,0.00001295136,0.00005731681,0.0000990352,0.00003035491,0.000106852],"domain_scores_gemma":[0.9995814,0.0003382339,0.000005245905,0.00004671759,0.00001006582,0.00001836166],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.00082657,0.0001351311,0.1938925,0.001425281,0.001757383,0.00004156257,0.01116416,0.01601435,0.0108185,0.004179193,0.740676,0.0190693],"study_design_scores_gemma":[0.0002347534,0.00004239567,0.5290922,0.000003298435,0.00003346244,0.0000110839,0.0001457438,0.0007623657,0.00006450576,0.0002670749,0.4692905,0.00005267975],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9940662,0.001187023,0.00059913,0.001944125,0.0002447435,0.0001135297,0.000185247,0.00005847677,0.001601506],"genre_scores_gemma":[0.9968784,0.00002764979,0.00005606325,0.000008557082,0.0000691953,0.000001973657,0.00000687987,0.000006050567,0.002945177],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3351997,"threshold_uncertainty_score":0.9882194,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01082048791544733,"score_gpt":0.181252880221399,"score_spread":0.1704323923059516,"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."}}