{"id":"W7020732046","doi":"","title":"Mapping net primary production and related biophysical variables with remote sensing: Application to the BOREAS region","year":2008,"lang":"en","type":"article","venue":"Smithsonian Digital Repository (Smithsonian Institution)","topic":"Plant Water Relations and Carbon Dynamics","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Primary production; Photosynthetically active radiation; Taiga; Boreal; Canopy; Land cover; Biomass (ecology); Vapour Pressure Deficit; Ecosystem respiration","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008001321,0.0004416243,0.0002514544,0.001034262,0.0003295185,0.0005982823,0.0005185048,0.0002007404,0.0005192104],"category_scores_gemma":[0.001066029,0.000230667,0.0005650723,0.001316551,0.0001381189,0.0003414179,0.0003596406,0.0001438894,0.00008233448],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008779183,"about_ca_system_score_gemma":0.0008826602,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2546765,"about_ca_topic_score_gemma":0.2625743,"domain_scores_codex":[0.9997675,0.00006147932,0.00001454,0.00006436247,0.00006931766,0.00002275694],"domain_scores_gemma":[0.9996802,0.00007876657,0.00006773791,0.0000445497,0.0000808328,0.00004806756],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005509586,0.0004291547,0.6725404,0.0002508297,0.0003815581,0.000700692,0.0007524483,0.1445637,0.02358171,0.0006360919,0.00212511,0.1534874],"study_design_scores_gemma":[0.0001044842,0.0001359348,0.8124716,0.00003312658,0.00009439082,0.000303426,0.0003464081,0.1808556,0.002517528,0.0004634662,0.002619025,0.00005489692],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9878848,0.0003120259,0.005458219,0.00009718744,0.00001317765,0.00007462693,0.003297974,0.0005974081,0.002264576],"genre_scores_gemma":[0.974811,0.0001463639,0.0229559,0.00001198676,0.000009211529,0.00002887609,0.001666749,0.0000322836,0.0003377408],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2546765,"threshold_uncertainty_score":0.5063883,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004640301846947895,"score_gpt":0.1604761182122144,"score_spread":0.1558358163652665,"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."}}