{"id":"W7081996977","doi":"10.11159/icbb25.004","title":"Photocatalytic Disinfection for Bio & Chemical Hazard Removal from Air, Water and Solid Surfaces","year":2025,"lang":"en","type":"article","venue":"Proceedings of the World Congress on New Technologies","topic":"Geochemistry and Geologic Mapping","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Photocatalysis; Solid surface; Municipal solid waste; Water treatment; Hazard; Water pollution","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002076274,0.0002970214,0.0002310615,0.0002512244,0.0002536683,0.0005490507,0.0003263577,0.0003384742,0.002294493],"category_scores_gemma":[0.000190178,0.0001567517,0.0002754416,0.0002886345,0.0001729645,0.0005257236,0.0003031401,0.0004284781,0.0007217299],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004242486,"about_ca_system_score_gemma":0.0002744502,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007678299,"about_ca_topic_score_gemma":0.001853931,"domain_scores_codex":[0.9998622,0.00001680506,0.000005144814,0.00002543607,0.00007845724,0.00001195122],"domain_scores_gemma":[0.9999408,0.00002110706,0.000008658234,0.000004869017,0.00002001564,0.000004541756],"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":[0.00007742858,0.00007897266,0.0005264072,0.0005366227,0.00001746434,0.00009178129,0.00007239637,0.00229073,0.8711835,0.002596358,0.00336353,0.1191649],"study_design_scores_gemma":[0.00001005054,0.0002248324,0.001164901,0.00003682855,0.00003127065,0.0002808787,0.00006899706,0.02470781,0.9156192,0.0008691875,0.05697051,0.0000155815],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3712923,0.1503573,0.4232886,0.005162421,0.001750714,0.0002396574,0.0004412956,0.001635498,0.04583218],"genre_scores_gemma":[0.8261549,0.03885216,0.09685989,0.0003589608,0.0001496786,0.0001096248,0.0003361705,0.00009623962,0.03708227],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002294493,"threshold_uncertainty_score":0.007675827,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01284145247685257,"score_gpt":0.2446619030862582,"score_spread":0.2318204506094056,"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."}}