{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004266204,0.0005746944,0.0008468985,0.0008598554,0.0007476945,0.001640041,0.001140956,0.001415939,0.006049583],"category_scores_gemma":[0.002070307,0.0004675896,0.0007444136,0.001221196,0.0006393751,0.0007336015,0.0006385721,0.0006662155,0.0007035919],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002252784,"about_ca_system_score_gemma":0.001163302,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0154398,"about_ca_topic_score_gemma":0.006656264,"domain_scores_codex":[0.9998333,0.00004970478,0.000005936401,0.00001605699,0.00006015518,0.00003467181],"domain_scores_gemma":[0.9992192,0.0004543488,0.00005897299,0.00005123495,0.000158443,0.000057865],"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":[0.0001660159,0.00005384778,0.001486993,0.00008894694,0.00003128745,0.0002591484,0.0001476075,0.9726503,0.008376468,0.01007445,0.0006661418,0.005998813],"study_design_scores_gemma":[0.00001193239,0.00001574716,0.0004617253,0.000007905777,0.000006787445,0.00002628979,0.00002885274,0.9967424,0.001499925,0.0007854514,0.0004070132,0.000005946285],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5124884,0.001030492,0.4039663,0.000538584,0.0001448322,0.0002249443,0.000651052,0.002526766,0.07842863],"genre_scores_gemma":[0.9585857,0.0003384437,0.02314556,0.00006549478,0.00002577012,0.00005641966,0.0001653601,0.0004138099,0.01720341],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0154398,"threshold_uncertainty_score":0.03069985,"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."}}