{"id":"W2334520689","doi":"10.1080/00994480.2000.10748475","title":"Accuracy of Form Factors Used in Illuminating Engineering Radiosity Simulations","year":2000,"lang":"en","type":"article","venue":"Journal of the Illuminating Engineering Society","topic":"Engineering Applied Research","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"University of Calgary","keywords":"Radiosity (computer graphics); Computer science; Computer graphics (images)","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0007817264,0.0003318203,0.0005220855,0.0002196194,0.00007865836,0.00004145171,0.000667203,0.0001925734,0.00003664333],"category_scores_gemma":[0.0006612622,0.0002846164,0.0004526186,0.0009789374,0.00005270624,0.0003611824,0.00006934986,0.001205872,0.000001190132],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004748248,"about_ca_system_score_gemma":0.00005089527,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001522632,"about_ca_topic_score_gemma":0.000004005407,"domain_scores_codex":[0.997701,0.0000225629,0.0009315092,0.0001560126,0.0006471952,0.0005417254],"domain_scores_gemma":[0.9982651,0.000930522,0.000198978,0.000363158,0.0001199369,0.0001222743],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000001949916,0.00002935576,0.001731759,0.000309735,0.00009431809,0.000003189632,0.002967519,0.9291891,0.06418716,0.00003182088,0.00006213047,0.001391895],"study_design_scores_gemma":[0.0006576038,0.00003069036,0.01882508,0.0005791349,0.00003365723,0.00003167151,0.0003161714,0.9246463,0.05410423,0.00001182332,0.0004264145,0.0003372825],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9946131,0.0003017164,0.004186107,0.00004306189,0.0004084604,0.0002038503,0.00001383906,0.000142462,0.00008746218],"genre_scores_gemma":[0.9906723,0.00006885675,0.008958917,0.000004301198,0.0001515245,0.000004642712,0.000001941543,0.0001003155,0.00003719759],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01709332,"threshold_uncertainty_score":0.9999606,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00900759818257451,"score_gpt":0.2284519854654693,"score_spread":0.2194443872828948,"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."}}