{"id":"W4403976536","doi":"10.3390/catal14110775","title":"Innovative Black TiO2 Photocatalyst for Effective Water Remediation Under Visible Light Illumination Using Flow Systems","year":2024,"lang":"en","type":"article","venue":"Catalysts","topic":"TiO2 Photocatalysis and Solar Cells","field":"Energy","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Photocatalysis; Environmental science; Environmental remediation; Visible spectrum; Materials science; Optoelectronics; Chemistry; Contamination","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":[0.000121218,0.0004400939,0.0002088132,0.0003113597,0.0001461021,0.0003507041,0.0004026887,0.0006868002,0.0009563022],"category_scores_gemma":[0.0001595423,0.0001635539,0.0002873923,0.000174166,0.0001852851,0.000399602,0.0002177455,0.0003566266,0.0004126758],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002477688,"about_ca_system_score_gemma":0.0001502708,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006469536,"about_ca_topic_score_gemma":0.0009305878,"domain_scores_codex":[0.99988,0.00001054004,0.00000681913,0.00003288414,0.00004808872,0.00002175118],"domain_scores_gemma":[0.9999529,0.000008589697,0.00001345529,0.000004516573,0.00001292128,0.000007680101],"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":[0.00002455876,0.00001493462,0.00003558373,0.00005059717,0.000003280252,0.00003345321,0.000008737484,0.0001162875,0.9972572,0.0001114321,0.00007721101,0.002266761],"study_design_scores_gemma":[0.000008812272,0.0001013631,0.0002489093,0.00000340503,0.000007374299,0.00005310604,0.00001164332,0.002467104,0.9949232,0.00004754964,0.002121611,0.000006043701],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9432079,0.003699983,0.0455561,0.0003328846,0.0002125713,0.00008956969,0.0003332251,0.0007424601,0.005825233],"genre_scores_gemma":[0.9808503,0.001021301,0.01420805,0.00008344428,0.00003238531,0.00004662805,0.0001907088,0.00005830685,0.003508765],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0009563022,"threshold_uncertainty_score":0.00319916,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01547817608361126,"score_gpt":0.2621990312421772,"score_spread":0.2467208551585659,"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."}}