{"id":"W4303859049","doi":"10.1016/j.wroa.2022.100158","title":"A novel approach to interpret quasi-collimated beam results to support design and scale-up of vacuum UV based AOPs","year":2022,"lang":"en","type":"article","venue":"Water Research X","topic":"Advanced oxidation water treatment","field":"Environmental Science","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Trojan Technologies (Canada)","funders":"Erasmus+; European Commission; Centres de Recerca de Catalunya","keywords":"Collimated light; Radical; Figure of merit; Materials science; Advanced oxidation process; Photochemistry; Chemistry; Optics; Optoelectronics; Physics; Organic chemistry; Catalysis","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":[0.002008881,0.0001590424,0.0001959829,0.0002255876,0.0002825318,0.00004615242,0.0004763213,0.00003251782,0.0006652358],"category_scores_gemma":[0.00006304318,0.0001214307,0.00003320477,0.0005537357,0.0001456352,0.0001482422,0.001377218,0.0002050879,0.0002852687],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00048124,"about_ca_system_score_gemma":0.00002848627,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003723926,"about_ca_topic_score_gemma":0.00001400838,"domain_scores_codex":[0.9970043,0.0002970527,0.0003323041,0.0006539547,0.001068554,0.0006437952],"domain_scores_gemma":[0.9990181,0.00009102529,0.00002537907,0.000501213,0.00003612767,0.0003281532],"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":[0.002500246,0.001228058,0.001910475,0.00002962628,0.00002673572,0.00001829909,0.01389976,0.04753495,0.9235431,0.00001159022,0.007331181,0.001965993],"study_design_scores_gemma":[0.002821212,0.003576404,0.003530192,0.00001967045,0.00001137786,0.00002189151,0.0008964357,0.008139585,0.9702421,0.0002073555,0.01017379,0.0003600158],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8751194,0.000003209535,0.1183479,0.001604231,0.00006197006,0.002582355,0.0002778361,0.0000617511,0.001941254],"genre_scores_gemma":[0.9460064,8.49608e-7,0.05020796,0.0001988794,0.000007057223,0.000711785,0.0001263374,0.0000281112,0.002712648],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07088692,"threshold_uncertainty_score":0.7283866,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0741368267974381,"score_gpt":0.3316865370950535,"score_spread":0.2575497102976154,"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."}}