{"id":"W3207697852","doi":"10.1016/j.tfp.2021.100145","title":"Field experiment demonstrates the potential utility of satellite-derived reflectance indices for monitoring regeneration of boreal forest communities","year":2021,"lang":"en","type":"article","venue":"Trees Forests and People","topic":"Remote Sensing and LiDAR Applications","field":"Environmental Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Imperial Oil (Canada)","funders":"ExxonMobil Foundation","keywords":"Reforestation; Environmental science; Boreal; Remote sensing; Satellite imagery; Taiga; Satellite; Scale (ratio); Index (typography); Physical geography; Geography; Forestry; Cartography; Computer science; Agroforestry; Engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0000875539,0.0000601535,0.00009900257,0.00000837416,0.0001662093,0.00001854771,0.0000748235,0.00003331869,0.00001598879],"category_scores_gemma":[0.00001141123,0.00004473166,0.00003514538,0.00006992832,0.0001204716,0.00004859292,0.00004322294,0.00003954583,3.0688e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000005921373,"about_ca_system_score_gemma":0.00001064049,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002457155,"about_ca_topic_score_gemma":0.02973958,"domain_scores_codex":[0.9995504,0.0000338682,0.000149727,0.0000883125,0.00009108557,0.0000865952],"domain_scores_gemma":[0.9995683,0.0001235557,0.00007906963,0.0001891588,0.00001903969,0.00002084339],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009880232,0.0001136714,0.8420746,0.00004422374,0.0000292454,4.46594e-7,0.008171596,0.0005832686,0.08800872,0.0005654261,0.0001468693,0.06016307],"study_design_scores_gemma":[0.0001148973,0.00006826226,0.749597,0.00001501412,0.00001361542,0.000002618211,0.002472429,0.004460095,0.2420094,0.001066968,0.000133214,0.00004646216],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.996666,0.0004919532,0.001254452,0.0002354085,0.00003514438,0.0001213666,0.000007480214,0.000006645779,0.001181533],"genre_scores_gemma":[0.9975055,0.0002729612,0.002117053,0.000008093563,0.00002204099,0.000007244631,0.00002138314,0.000004179406,0.00004156752],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1540007,"threshold_uncertainty_score":0.9879652,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01949474767583353,"score_gpt":0.2709577043421305,"score_spread":0.2514629566662969,"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."}}