{"id":"W1988721001","doi":"10.2150/jlve.35.234","title":"Reliable Measurements of UV Lamp Performance Using a Near-Field Technique","year":2011,"lang":"en","type":"article","venue":"Journal of Light & Visual Environment","topic":"Surface Roughness and Optical Measurements","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Trojan Technologies (Canada)","funders":"","keywords":"Mercury-vapor lamp; Materials science; Irradiance; Gas-discharge lamp; Optics; Arc lamp; LED lamp; Ultraviolet; Fluorescent lamp; Optoelectronics; Electrode; Chemistry; 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":[],"consensus_categories":[],"category_scores_codex":[0.0005223813,0.0001637252,0.0003005512,0.00006815622,0.00004642852,0.00001140279,0.0001730526,0.00009785826,0.0002754634],"category_scores_gemma":[0.0000170421,0.0001383035,0.0001040733,0.00008007004,0.00002777815,0.0002167686,0.00003725783,0.0002254443,0.00001484522],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001568381,"about_ca_system_score_gemma":0.00002247821,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006029497,"about_ca_topic_score_gemma":1.979307e-7,"domain_scores_codex":[0.9984798,0.00002317338,0.0005823793,0.00009558831,0.0005832036,0.0002358753],"domain_scores_gemma":[0.9994872,0.00001285125,0.0001923592,0.0001531048,0.00003959227,0.0001149296],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0002869843,0.0008483662,0.08011236,0.0003141158,0.0003944442,0.00003647705,0.0008475289,0.02246122,0.8866135,0.00001069318,0.0001895187,0.007884751],"study_design_scores_gemma":[0.0004786889,0.0006764499,0.008698275,0.00028787,0.00007807699,0.00002974483,0.0000334563,0.003096384,0.9852479,0.00001957883,0.001163687,0.0001899189],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9884298,0.0004172228,0.008498657,0.000009873001,0.0002783456,0.0001544711,5.052974e-7,0.00001533308,0.002195768],"genre_scores_gemma":[0.9716443,0.0001667999,0.0280791,0.00001635301,0.00004620942,0.000004693147,1.380639e-7,0.00002872357,0.00001361532],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09863433,"threshold_uncertainty_score":0.5639854,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05143777881229161,"score_gpt":0.242889316704985,"score_spread":0.1914515378926934,"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."}}