{"id":"W2153465724","doi":"10.1109/36.921424","title":"Multiple-scattering scheme useful for geometric optical modeling","year":2001,"lang":"en","type":"article","venue":"IEEE Transactions on Geoscience and Remote Sensing","topic":"Remote Sensing in Agriculture","field":"Environmental Science","cited_by":136,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Scattering; Radiative transfer; Remote sensing; Optics; Forward scatter; Computer science; Physics; Geology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002876431,0.0002317573,0.0001944905,0.0001629644,0.0007528589,0.000123194,0.000143494,0.0001340104,0.00001618802],"category_scores_gemma":[0.00005224075,0.0001905962,0.0001047137,0.000937542,0.0002796521,0.0003072271,0.000007245055,0.0002646671,0.00004763302],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00013623,"about_ca_system_score_gemma":0.00001104719,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003330082,"about_ca_topic_score_gemma":0.0001887526,"domain_scores_codex":[0.9981362,0.00002379764,0.0002588019,0.0006470693,0.0003817226,0.0005523845],"domain_scores_gemma":[0.9992672,0.000185867,0.00005264846,0.0002662591,0.00002846662,0.0001995318],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00004144654,0.00004155144,0.00002942938,0.000008895661,0.000008686238,0.00001712507,0.0002041761,0.09391712,0.08434819,8.605329e-7,0.00002347951,0.821359],"study_design_scores_gemma":[0.0003316248,0.00007286108,0.0005352576,0.00007354303,0.00001981651,0.0003056946,0.0001289501,0.9875343,0.01016281,0.00007503785,0.0004728038,0.0002872368],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4422729,0.000006970266,0.5566621,0.0002752591,0.0002671887,0.0001688573,0.000001535064,0.00006079329,0.0002843763],"genre_scores_gemma":[0.749118,0.0000693412,0.2500992,0.0002267166,0.00005163804,1.163832e-7,8.066951e-7,0.00001751192,0.0004167011],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8936173,"threshold_uncertainty_score":0.7772289,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02287145218804843,"score_gpt":0.2367519624835018,"score_spread":0.2138805102954534,"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."}}