{"id":"W2965003082","doi":"10.1016/j.watres.2019.114959","title":"Microplasma UV lamp as a new source for UV-induced water treatment: Protocols for characterization and kinetic study","year":2019,"lang":"en","type":"article","venue":"Water Research","topic":"Advanced Photocatalysis Techniques","field":"Energy","cited_by":35,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Microplasma; Materials science; Chemistry; Radiation; Transmittance; Halogen lamp; Optoelectronics; Irradiation; Plasma; Analytical Chemistry (journal); Optics; Environmental chemistry","routes":{"ca_aff":true,"ca_fund":true,"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":[0.00051317,0.0002318429,0.0003298358,0.0002517262,0.0001803269,0.0001701952,0.0002458396,0.0001180256,0.0001464667],"category_scores_gemma":[0.00004379783,0.0001405449,0.00007585248,0.0001096204,0.00003565138,0.000239298,0.0001624154,0.000124771,0.0002553248],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001294605,"about_ca_system_score_gemma":0.00004453409,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007720728,"about_ca_topic_score_gemma":0.00008031356,"domain_scores_codex":[0.9979154,0.0001487003,0.0002952651,0.000611685,0.0002950505,0.0007338996],"domain_scores_gemma":[0.9989606,0.00005966681,0.00003459748,0.0005826348,0.0002043145,0.0001581452],"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":[0.0008808251,0.000294657,0.0006617366,0.00009094934,0.00006864843,0.000002289055,0.003328772,0.000007677537,0.9816397,0.0000689903,0.00004462926,0.0129111],"study_design_scores_gemma":[0.00283329,0.003131717,0.00007862967,0.00002830409,0.00001614956,0.000004008797,0.00009766208,0.0001754528,0.8500193,0.0008628201,0.1425754,0.0001773433],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9372582,0.00000165043,0.001162029,0.0003245421,0.00001885649,0.06093992,0.00001068037,0.0001198895,0.000164204],"genre_scores_gemma":[0.8727233,0.000002031346,0.0008567084,0.00004334368,0.0001298733,0.08179935,0.000392134,0.0001063912,0.04394684],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1425307,"threshold_uncertainty_score":0.5731256,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0774490556768504,"score_gpt":0.39495162485276,"score_spread":0.3175025691759096,"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."}}