{"id":"W2127129558","doi":"10.1111/ejss.12142","title":"Evaluating the influence of surface soil moisture and soil surface roughness on optical directional reflectance factors","year":2014,"lang":"en","type":"article","venue":"European Journal of Soil Science","topic":"Soil erosion and sediment transport","field":"Agricultural and Biological Sciences","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Environmental science; Water content; Spectroradiometer; Soil science; Remote sensing; Hyperspectral imaging; Hydrology (agriculture); Reflectivity; Geology; Optics","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":[0.0006158325,0.0003188417,0.000232005,0.0003043468,0.00008325259,0.0003103272,0.0001185319,0.0001734847,0.0004051321],"category_scores_gemma":[0.001055587,0.0001270694,0.0003180141,0.0002464236,0.0001323544,0.0001889619,0.0001324552,0.0001461743,0.0001124532],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001227135,"about_ca_system_score_gemma":0.00007976408,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002384093,"about_ca_topic_score_gemma":0.002324866,"domain_scores_codex":[0.9997607,0.00006749664,0.000013928,0.00004950713,0.00007257794,0.00003581036],"domain_scores_gemma":[0.9991181,0.000597171,0.00009980152,0.00006253513,0.00009052226,0.00003185027],"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":[0.0007713682,0.0001769519,0.2048044,0.0001394217,0.0002429483,0.0001559669,0.00009214227,0.03405542,0.7175378,0.00005386485,0.0001180189,0.04185168],"study_design_scores_gemma":[0.00001500717,0.0009423355,0.7645088,0.000007566341,0.0001292313,0.0001148524,0.0001167098,0.06771035,0.1659815,0.0000684593,0.0003752411,0.00002988052],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9979231,0.0000481424,0.001719668,0.000002308956,0.000001327758,0.000006632778,0.00009083107,0.0000173088,0.0001907988],"genre_scores_gemma":[0.998914,0.00003222807,0.0008637095,0.000003157244,0.000001110196,0.000004748244,0.0001102027,0.000006526501,0.00006432323],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002384093,"threshold_uncertainty_score":0.004740357,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04249445917104476,"score_gpt":0.281450593199871,"score_spread":0.2389561340288263,"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."}}