{"id":"W2110610309","doi":"10.1680/jees.13.00009","title":"Aging of low-pressure amalgam lamps and <b>UV</b> dose delivery","year":2014,"lang":"en","type":"article","venue":"Journal of Environmental Engineering and Science","topic":"Water Treatment and Disinfection","field":"Environmental Science","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"American Water Works Association Research Foundation; U.S. Environmental Protection Agency","keywords":"Thermal emittance; Circumference; Materials science; Ultraviolet; Optics; Optoelectronics; Physics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004006678,0.0002150648,0.0002157543,0.0001827984,0.0001121297,0.0002934251,0.0002620879,0.0003421925,0.0005826067],"category_scores_gemma":[0.001056545,0.0002158267,0.0002896026,0.0001929282,0.0001824134,0.0003563372,0.0001605129,0.0003073965,0.0001079884],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005240201,"about_ca_system_score_gemma":0.0002127861,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002311751,"about_ca_topic_score_gemma":0.001565869,"domain_scores_codex":[0.9997854,0.00003382938,0.00001708227,0.00003565122,0.00009928641,0.00002883781],"domain_scores_gemma":[0.9993842,0.0002355934,0.0001426174,0.00004600278,0.0001621783,0.000029467],"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":[0.0007161623,0.00008248871,0.01692077,0.0001115207,0.0000341403,0.0002665693,0.0001197515,0.04610841,0.9209236,0.0001442306,0.00009816014,0.01447431],"study_design_scores_gemma":[0.00002310961,0.001363876,0.04979283,0.000010403,0.00004679494,0.0001721748,0.00008159267,0.1072248,0.8404475,0.0001169244,0.0006886047,0.00003127446],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9975061,0.0001069973,0.002020699,0.0000114488,0.000006419327,0.000006299665,0.00004150454,0.00005693241,0.0002437053],"genre_scores_gemma":[0.9982426,0.00007686384,0.001417929,0.000006432423,0.000001540436,0.000003668655,0.0000338528,0.00001199031,0.0002049919],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002311751,"threshold_uncertainty_score":0.004596591,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00225793047423685,"score_gpt":0.1563944848077316,"score_spread":0.1541365543334947,"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."}}