{"id":"W4302196109","doi":"","title":"In Praise of an Alternative BRDF Parametrization","year":2015,"lang":"fr","type":"preprint","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Tensor decomposition and applications","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"Praise; Parametrization (atmospheric modeling); Bidirectional reflectance distribution function; Computer science; Reflectivity; Psychology; Optics; Physics; Social psychology","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.006370832,0.000400626,0.0006496935,0.0004249132,0.0001547838,0.0001906685,0.001255843,0.0004082382,0.0003904661],"category_scores_gemma":[0.003083274,0.0004725237,0.0001942937,0.0009530733,0.0003821614,0.0003634032,0.0006507166,0.0006853986,0.0001129672],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002935566,"about_ca_system_score_gemma":0.0003880931,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00245181,"about_ca_topic_score_gemma":0.002429525,"domain_scores_codex":[0.9901108,0.006936545,0.00119572,0.0008093753,0.0005921274,0.000355421],"domain_scores_gemma":[0.9894463,0.002351691,0.00131939,0.002319366,0.004259486,0.0003037533],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00002487869,0.003576069,0.0007101462,0.0002551733,0.00007446473,0.000005561077,0.0181769,0.0008197978,0.002761719,0.9601662,0.001234303,0.01219476],"study_design_scores_gemma":[0.003170679,0.000003674465,0.006483416,0.004856428,0.0002205362,0.00004552143,0.001030581,0.2196818,0.1495453,0.5778621,0.03580122,0.001298711],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.629783,0.0006279832,0.2884521,0.01919596,0.0003807753,0.001669219,0.0004556109,0.0001792335,0.05925608],"genre_scores_gemma":[0.7783854,0.0003692613,0.2051605,0.0001063481,0.00004907127,0.0001939241,0.0009750685,0.00008313886,0.01467727],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3823041,"threshold_uncertainty_score":0.9997727,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03777879838743096,"score_gpt":0.3046572855705475,"score_spread":0.2668784871831165,"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."}}