{"id":"W4389804759","doi":"10.1016/j.buildenv.2023.111108","title":"TiO2-based photocatalytic oxidation process for indoor air VOCs removal: A comprehensive review","year":2023,"lang":"en","type":"review","venue":"Building and Environment","topic":"Advanced Photocatalysis Techniques","field":"Energy","cited_by":88,"is_retracted":false,"has_abstract":false,"ca_institutions":"Concordia University","funders":"","keywords":"Photocatalysis; Environmental science; Process (computing); Oxidation process; Waste management; Indoor air; Environmental engineering; Environmental chemistry; Process engineering; Chemical engineering; Chemistry; Computer science; Engineering; Catalysis; Organic chemistry","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004189514,0.001115013,0.001458705,0.0018888,0.000247363,0.0008828717,0.0006316722,0.0007558535,0.002067074],"category_scores_gemma":[0.0003603615,0.0004047459,0.0009698296,0.002115139,0.0001886328,0.001006963,0.0004966657,0.000857459,0.000754475],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000314927,"about_ca_system_score_gemma":0.0009802016,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001451647,"about_ca_topic_score_gemma":0.003786961,"domain_scores_codex":[0.9998423,0.00001362006,0.00001856957,0.00003776488,0.00006745106,0.00002030179],"domain_scores_gemma":[0.9998583,0.00005480578,0.00003136056,0.000005193102,0.00004315195,0.000007284719],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001234314,0.0002550604,0.0003312698,0.09188232,0.0004334836,0.0002969947,0.0000895857,0.00110148,0.02664825,0.002104203,0.01634446,0.8603895],"study_design_scores_gemma":[0.00003880851,0.0005281419,0.002405391,0.006860613,0.001371768,0.001149346,0.0001617143,0.0007415895,0.01736499,0.001288071,0.9680046,0.0000849873],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0007498994,0.9976491,0.000359346,0.00008296546,0.0001216625,0.00001170028,0.00005981417,0.000009713886,0.0009558373],"genre_scores_gemma":[0.002261262,0.9964145,0.0004505479,0.00007386793,0.00005018922,0.000008755682,0.0000522999,0.000002038733,0.0006864953],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.002067074,"threshold_uncertainty_score":0.006914973,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07826121428915286,"score_gpt":0.3665931826039919,"score_spread":0.2883319683148391,"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."}}