{"id":"W1821473075","doi":"10.4141/cjss2011-069","title":"Effect of soil surface roughness and scene components on soil surface bidirectional reflectance factor","year":2012,"lang":"en","type":"article","venue":"Canadian Journal of Soil Science","topic":"Soil Geostatistics and Mapping","field":"Environmental Science","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Lethbridge","funders":"","keywords":"Surface roughness; Zenith; Surface (topology); Surface finish; Pixel; Remote sensing; Optics; Goniometer; Materials science; Geology; Physics; Mathematics; Geometry","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"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":[0.0007445457,0.0006047463,0.0004455851,0.0004802,0.0001728988,0.0004517064,0.0002100038,0.0002521545,0.00101004],"category_scores_gemma":[0.002737635,0.000243189,0.0005598261,0.0004884718,0.0002618601,0.0004008552,0.0003873578,0.0004062924,0.0002534114],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003115694,"about_ca_system_score_gemma":0.0002044287,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00639408,"about_ca_topic_score_gemma":0.004867036,"domain_scores_codex":[0.9994081,0.0001103144,0.00003261877,0.0001327136,0.0002162281,0.0001000176],"domain_scores_gemma":[0.9982026,0.000964421,0.0001448232,0.0001786824,0.0004291825,0.00008031421],"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":[0.000728224,0.00008900812,0.03741904,0.0002340909,0.0001943278,0.0002539686,0.0001213396,0.01306076,0.9109476,0.0001289771,0.000385781,0.03643699],"study_design_scores_gemma":[0.00007041245,0.0007195527,0.617506,0.00002478453,0.000430111,0.0003152268,0.0002817915,0.06694212,0.3109814,0.0002742457,0.002307896,0.0001465591],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9915711,0.0005352372,0.006175719,0.00002761795,0.00002009996,0.00002964486,0.0003086627,0.0001285303,0.001203468],"genre_scores_gemma":[0.9981017,0.0001475737,0.001215675,0.00001632594,0.000002865028,0.00001102147,0.0002429096,0.00004549327,0.0002164987],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00639408,"threshold_uncertainty_score":0.01271373,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0181098284351052,"score_gpt":0.2517602631514309,"score_spread":0.2336504347163257,"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."}}