{"id":"W33633652","doi":"10.2166/wqrj.2001.005","title":"Laboratory Investigation of Inorganic Fouling of Low Pressure UV Disinfection Lamps","year":2001,"lang":"en","type":"article","venue":"Water Quality Research Journal","topic":"Wastewater Treatment and Reuse","field":"Environmental Science","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Fouling; Chemistry; Precipitation; Wastewater; Sedimentation; Environmental chemistry; Ferric; Phosphate; Environmental engineering; Inorganic chemistry; Environmental science; Sediment; Meteorology","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003237705,0.00008650782,0.0001578766,0.0001039394,0.000196844,0.00004560732,0.0002161246,0.00007553845,0.0009157049],"category_scores_gemma":[0.00008970475,0.00005428439,0.00006816027,0.000312139,0.0003626448,0.0004304853,0.0001629107,0.0003371559,0.00008409889],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001002934,"about_ca_system_score_gemma":0.00003072303,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002979514,"about_ca_topic_score_gemma":0.00006292828,"domain_scores_codex":[0.9974402,0.0008507126,0.0004010052,0.0001538311,0.0008333245,0.0003209194],"domain_scores_gemma":[0.9993593,0.00006122742,0.0001136115,0.0002122002,0.0001076493,0.0001460828],"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":[0.00005133866,0.00008197573,0.4244253,0.0000407484,0.0000330806,0.000005539785,0.001937667,0.000204284,0.5728253,0.00001239332,0.0002162003,0.0001660935],"study_design_scores_gemma":[0.0005636658,0.0001978749,0.1449884,0.00006763404,0.00001652005,0.00002112203,0.0003511494,0.00003844007,0.8510966,0.001902179,0.0006656903,0.0000907452],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987729,0.00005782607,0.00004617511,0.0005683867,0.00007373422,0.000125631,0.000004836365,0.000008837546,0.0003416756],"genre_scores_gemma":[0.9989153,0.00009309648,0.0001679454,0.000009385863,0.00008497636,0.00000263404,0.000005969954,0.000009627188,0.0007110712],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2794369,"threshold_uncertainty_score":0.9999976,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06083017126275094,"score_gpt":0.3377546211156484,"score_spread":0.2769244498528974,"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."}}