{"id":"W4394824064","doi":"10.1016/j.cattod.2024.114725","title":"TiO2 nanotubes immobilized on polyurethane foam as a floating photocatalyst for water treatment","year":2024,"lang":"en","type":"article","venue":"Catalysis Today","topic":"TiO2 Photocatalysis and Solar Cells","field":"Energy","cited_by":27,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University; Polytechnique Montréal","funders":"Velux Stiftung","keywords":"Photocatalysis; Polyurethane; Materials science; Bisphenol A; Chemical engineering; Catalysis; Nanoparticle; Nanotechnology; Chemistry; Composite material; Organic chemistry; Epoxy","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0004869342,0.000582103,0.0007896635,0.0004170688,0.0003184727,0.0003863641,0.0003530511,0.000244994,0.001280873],"category_scores_gemma":[0.00007583416,0.000385803,0.001106753,0.0004938624,0.00007234524,0.000305453,0.00007454708,0.0001704012,0.0035935],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003883566,"about_ca_system_score_gemma":0.00009763586,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001961832,"about_ca_topic_score_gemma":0.000285302,"domain_scores_codex":[0.9969207,0.00009951244,0.0006997993,0.001109314,0.0004001439,0.0007705374],"domain_scores_gemma":[0.9981562,0.0003432189,0.00007715552,0.001102012,0.0000937986,0.0002275604],"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":[0.0003613979,0.0005600172,0.00001320182,0.0001793597,0.001934062,0.00009849792,0.004144318,0.0009633353,0.9417898,0.004586106,0.001796841,0.04357305],"study_design_scores_gemma":[0.0007682602,0.0003567263,0.000002092383,0.00006482265,0.0005392791,0.0000128538,0.0002117859,0.001647632,0.6678057,0.0004342476,0.3277826,0.0003740346],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9660873,0.002374145,0.0004164648,0.0008241298,0.001060265,0.001980021,0.0001432465,0.0007258992,0.0263885],"genre_scores_gemma":[0.9601325,0.00006757329,0.0002311834,0.0002792532,0.0004757805,0.000934107,0.002412819,0.0001468719,0.03531988],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3259858,"threshold_uncertainty_score":0.9998594,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01656851052922605,"score_gpt":0.2752480236122585,"score_spread":0.2586795130830325,"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."}}