{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":1,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":1,"direct_label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline (scores rank; they never assert a category)","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12","author_layer_release":"2026-06-26"},"query_hash":"53ffb8da1a7f","filters":{"venue":"Ukrainian Journal of Occupational Health"}},"results":[{"id":"W4383069263","doi":"10.33573/ujoh2023.02.151","title":"Ways of improving the method of using UV radiation for disinfecting drinking water (literature review)","year":2023,"lang":"en","type":"article","venue":"Ukrainian Journal of Occupational Health","topic":"Water Quality Monitoring Technologies","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Trojan Technologies (Canada)","funders":"National Research Foundation","keywords":"Wastewater; Environmental science; Reuse; Carbon footprint; Water quality; Waste management; Effluent; Sewage treatment; Environmental engineering; Pulp and paper industry; Engineering; Greenhouse gas","authors":[{"name":"Yu. I. Leonov","is_ca":false},{"name":"M. R. Vergolyas","is_ca":true},{"name":"V.I. Nazarenko","is_ca":false},{"name":"Iryna Myshchenko","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1287804204578165,"gpt":0.396906608877089,"spread":0.2681261884192725,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005163214,0.00009345731,0.0002663288,0.0001195856,0.0001810986,0.00001343607,0.000258424,0.00005644226,0.0000111407],"category_scores_gemma":[0.000569963,0.00005686301,0.0001258038,0.000366236,0.00007194369,0.0002151964,0.0001023909,0.0002259794,0.000001387882],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001793807,"about_ca_system_score_gemma":0.00006475161,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004506247,"about_ca_topic_score_gemma":0.000002306051,"domain_scores_codex":[0.998241,0.000188148,0.0007846986,0.0001187905,0.0004140765,0.000253264],"domain_scores_gemma":[0.9984032,0.0004100169,0.0008974834,0.0001662655,0.00008618554,0.00003683174],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0004118241,0.0002054887,0.2272591,0.008376088,0.0002323373,0.00002228836,0.07207118,0.03143372,0.1012026,0.001053825,0.004288361,0.5534433],"study_design_scores_gemma":[0.003841569,0.002785517,0.6331549,0.02011097,0.0003313775,0.0007921422,0.002479924,0.0405611,0.2514356,0.01594386,0.02730218,0.001260783],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9282146,0.001167467,0.05396685,0.01546137,0.0004804617,0.0006225277,0.00003077362,0.00004162684,0.0000143861],"genre_scores_gemma":[0.9104991,0.0003633182,0.08815436,0.0007360613,0.0002073665,0.000005158151,0.00001356856,0.0000152934,0.000005794322],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5521824,"threshold_uncertainty_score":0.2318806,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}