{"id":"W2059377398","doi":"10.1016/j.rse.2006.06.010","title":"Intra- and inter-class spectral variability of tropical tree species at La Selva, Costa Rica: Implications for species identification using HYDICE imagery","year":2006,"lang":"en","type":"article","venue":"Remote Sensing of Environment","topic":"Remote Sensing in Agriculture","field":"Environmental Science","cited_by":220,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Hyperspectral imaging; Remote sensing; Wavelet; Identification (biology); Tree (set theory); Spectral signature; Variation (astronomy); Wavelet transform; Environmental science; Geography; Mathematics; Computer science; Ecology; Biology; Artificial intelligence; Physics","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":[0.0003626361,0.0002443534,0.0003644774,0.00005092749,0.0001634839,0.0000347803,0.0001434767,0.0001376932,0.00004032936],"category_scores_gemma":[0.0001093485,0.0002225648,0.0001395927,0.000151186,0.001022625,0.000121189,0.0002100483,0.0001380111,0.000007574578],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007480395,"about_ca_system_score_gemma":0.00000954912,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002742444,"about_ca_topic_score_gemma":0.0001080308,"domain_scores_codex":[0.9980104,0.0001680047,0.000657616,0.0005580949,0.0003019671,0.0003039411],"domain_scores_gemma":[0.9986034,0.0003410743,0.0004214946,0.0005376688,0.0000181672,0.00007818448],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.00003693793,0.000105584,0.01683705,0.00003523361,0.00002170147,0.000001577929,0.000139938,0.001705287,0.9719986,0.0001713732,0.0005988584,0.008347795],"study_design_scores_gemma":[0.0003190102,0.0000487673,0.8939613,0.00003796068,0.00009582815,0.00006467666,0.00005580726,0.01459584,0.08538036,0.001966498,0.003246943,0.0002270454],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9116262,0.00002254509,0.08330008,0.0007082769,0.00007566441,0.0004537973,0.00004041265,0.00002409611,0.003748925],"genre_scores_gemma":[0.9216051,0.00004668428,0.07761321,0.00001766441,0.00008879009,1.422858e-7,0.00002878088,0.00002267458,0.0005769517],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8866183,"threshold_uncertainty_score":0.9075929,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01277741086868583,"score_gpt":0.2190335585437399,"score_spread":0.2062561476750541,"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."}}