{"id":"W4412832032","doi":"10.1016/j.apsadv.2025.100811","title":"Hybrid metal-free floatable photocatalysts for catalytic degradation of organic contaminants and inactivation of pathogens in water","year":2025,"lang":"en","type":"article","venue":"Applied Surface Science Advances","topic":"Advanced Photocatalysis Techniques","field":"Energy","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada; Canada Foundation for Innovation; Canada First Research Excellence Fund; University of Alberta","keywords":"Degradation (telecommunications); Contamination; Catalysis; Chemistry; Environmental science; Environmental chemistry; Metal; Pulp and paper industry; Biology; Ecology; Organic chemistry","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.000774277,0.0001751472,0.0004219491,0.0003154266,0.0001103154,0.00001493434,0.0004848363,0.00004210816,0.000005313022],"category_scores_gemma":[0.0002143343,0.0001455189,0.00003473737,0.0009661242,0.0005147391,0.0008167802,0.0001850035,0.00006933207,0.000001138271],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000115261,"about_ca_system_score_gemma":0.0001025937,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000220106,"about_ca_topic_score_gemma":0.0005972632,"domain_scores_codex":[0.9983606,0.00001677654,0.0005032303,0.0005023202,0.0002862731,0.0003308184],"domain_scores_gemma":[0.9988048,0.0001844074,0.0002216635,0.000565205,0.0001877959,0.00003614614],"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":[0.00007752683,0.00005724584,0.0005119468,0.0001166423,0.00001059686,2.944988e-7,0.0001703011,0.001386494,0.9885613,0.00399659,0.000002988064,0.00510804],"study_design_scores_gemma":[0.0005626924,0.00004131676,0.0003488569,0.00005141985,0.00003053416,7.924746e-7,0.0004375869,0.0005192265,0.9790673,0.01852603,0.0002683187,0.0001458917],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9834141,0.0002559283,0.01405021,0.00001997747,0.00004810301,0.0009605467,0.00002103023,0.00003898077,0.001191153],"genre_scores_gemma":[0.9875136,0.000077234,0.01207016,0.00001739457,0.000002608123,0.0001264417,0.00005494054,0.00001316301,0.00012445],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01452944,"threshold_uncertainty_score":0.5934088,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00912369363871364,"score_gpt":0.262013270799706,"score_spread":0.2528895771609924,"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."}}