{"id":"W2537793930","doi":"10.1109/whispers.2012.6874276","title":"Considering the implications of species on pigment estimation from leaf spectroscopy","year":2012,"lang":"en","type":"article","venue":"","topic":"Remote Sensing in Agriculture","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"","keywords":"Pigment; Red edge; Chlorophyll; Reflectivity; Botany; Range (aeronautics); Chlorophyll a; Photosynthetic pigment; Biology; Environmental science; Biological system; Chemistry; Materials science; Optics; Canopy; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01036117,0.0007382414,0.0007006824,0.001139813,0.0006665409,0.001527258,0.0007201738,0.0007637965,0.001021583],"category_scores_gemma":[0.02272904,0.0002171215,0.001059963,0.001600787,0.0006328057,0.001807153,0.001032247,0.0006837656,0.0003807458],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004717674,"about_ca_system_score_gemma":0.0002837105,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004750134,"about_ca_topic_score_gemma":0.01084153,"domain_scores_codex":[0.9953787,0.00250761,0.0002661016,0.001145014,0.0005195856,0.0001828321],"domain_scores_gemma":[0.9839059,0.01144216,0.0009517869,0.002311594,0.001227415,0.0001611116],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004625744,0.0001232811,0.6233444,0.0007150117,0.001540915,0.000649552,0.001664265,0.044657,0.07311039,0.00535951,0.004013089,0.24436],"study_design_scores_gemma":[0.00001973913,0.0002265066,0.8023479,0.0002323821,0.0004781279,0.001147648,0.001779822,0.1135457,0.03437647,0.01777921,0.02794368,0.0001228027],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.897025,0.003336444,0.08656421,0.001383995,0.0002690139,0.00005165259,0.002875625,0.0005073508,0.007986721],"genre_scores_gemma":[0.9699889,0.0005412186,0.02658106,0.0002299615,0.00004332001,0.00001780885,0.001585106,0.0001458953,0.0008666788],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01036117,"threshold_uncertainty_score":0.05479574,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.018989074517557,"score_gpt":0.2374522487430244,"score_spread":0.2184631742254674,"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."}}