{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002007339,0.0004007134,0.0003466493,0.0004075213,0.0001501957,0.0003689011,0.0003546415,0.0006188969,0.0006233001],"category_scores_gemma":[0.0002257831,0.0002085225,0.0004495442,0.0002369803,0.0001702835,0.0004987338,0.0003282687,0.0005157637,0.000319442],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002657576,"about_ca_system_score_gemma":0.0001164285,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003697985,"about_ca_topic_score_gemma":0.001253306,"domain_scores_codex":[0.9998037,0.0000226266,0.00001489265,0.00004142646,0.00008355552,0.00003382661],"domain_scores_gemma":[0.9999363,0.00001591964,0.00001583113,0.000005290095,0.00001844162,0.000008078412],"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":[0.00001967465,0.00002245519,0.00004392871,0.0002695267,0.00001608007,0.00005904212,0.00001373646,0.0002073312,0.9916612,0.0001767616,0.00009875726,0.007411536],"study_design_scores_gemma":[0.00000702582,0.0002123176,0.0006813826,0.00002863211,0.00003357472,0.0001746835,0.00001932616,0.00191977,0.9888594,0.00009559003,0.0079563,0.00001192684],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8644394,0.06657717,0.05861379,0.0005240844,0.0003761876,0.000160555,0.0003781903,0.0005933421,0.008337327],"genre_scores_gemma":[0.95708,0.01649488,0.0208,0.0002046736,0.00006314478,0.00008097864,0.000271555,0.00006992043,0.004934802],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0006233001,"threshold_uncertainty_score":0.00208509,"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."}}