{"id":"W4317933560","doi":"","title":"Ray tracing calculation of radiation transport in HID lamps","year":2007,"lang":"en","type":"preprint","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Engineering Applied Research","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of New Brunswick","funders":"","keywords":"Ray tracing (physics); Radiation; Tracing; Computer science; Optics; Physics","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":[0.004751227,0.0002590498,0.0003565756,0.0005347527,0.00004954911,0.00004619227,0.0005217986,0.000378445,0.00003763947],"category_scores_gemma":[0.0002597925,0.000319945,0.0001287593,0.0005289243,0.00007219453,0.00008998211,0.0001198698,0.0008883888,0.00000895584],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002580817,"about_ca_system_score_gemma":0.0000944242,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005378064,"about_ca_topic_score_gemma":0.0007688207,"domain_scores_codex":[0.9976154,0.0005604443,0.0006547885,0.0003792223,0.0004444074,0.0003457384],"domain_scores_gemma":[0.9977338,0.0006198024,0.0001408074,0.0009816232,0.0004160369,0.0001079516],"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":[0.0000167799,0.0002783702,0.006984464,0.001738987,0.0001040568,0.00001206959,0.01766949,0.829334,0.02456423,0.008322262,0.0001519746,0.1108233],"study_design_scores_gemma":[0.0008708543,3.123389e-7,0.06913003,0.002488712,0.00003368446,0.000003544339,0.00008613568,0.6208698,0.3037471,0.0005340165,0.001585574,0.0006502006],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4975634,0.001046721,0.4793992,0.0002163742,0.0001955331,0.0004312051,0.00002454763,0.0003077378,0.02081523],"genre_scores_gemma":[0.9819465,0.000538717,0.01652782,0.000003716457,0.0000215989,0.00004765657,0.0004041035,0.00007004838,0.0004398416],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.484383,"threshold_uncertainty_score":0.9999253,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01147004118526867,"score_gpt":0.232201176833441,"score_spread":0.2207311356481723,"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."}}