{"id":"W7114923527","doi":"10.17863/cam.123904","title":"Floatable carbon nitride-plastic composite for paired photocatalysis at the liquid-liquid interface","year":2025,"lang":"en","type":"article","venue":"Apollo (University of Cambridge)","topic":"Solar-Powered Water Purification Methods","field":"Energy","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Engineering and Physical Sciences Research Council; Natural Sciences and Engineering Research Council of Canada; Cambridge Trust; Royal Academy of Engineering; UK Research and Innovation","keywords":"Photocatalysis; Carbon fibers; Composite number; Aqueous solution; Catalysis; Fabrication; Biomass (ecology); Lignin","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001778586,0.0002976975,0.0001804819,0.0002126737,0.0002290902,0.0002383585,0.000349402,0.0004399431,0.001708837],"category_scores_gemma":[0.0001407063,0.0001756142,0.0001994612,0.0001320314,0.0001514206,0.0003927328,0.0002727118,0.0004270316,0.0005273945],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003217029,"about_ca_system_score_gemma":0.0001743898,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004558009,"about_ca_topic_score_gemma":0.001694088,"domain_scores_codex":[0.9998521,0.00001134963,0.000006349287,0.00004846777,0.00005450646,0.00002734277],"domain_scores_gemma":[0.999926,0.00001885486,0.00001590519,0.00000875948,0.00001772047,0.00001278204],"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":[0.00003772838,0.00001041591,0.0000268052,0.00003036025,0.000002165591,0.00001654693,0.000005085541,0.00009608487,0.9979231,0.00008836075,0.00004923385,0.001714201],"study_design_scores_gemma":[0.000002642404,0.00004737733,0.0001910478,0.000001399671,0.000002460872,0.00002448393,0.000002777325,0.0009780171,0.9981205,0.000009686498,0.0006171071,0.000002532838],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9583349,0.00156079,0.03119303,0.0001298235,0.0001932477,0.00008331199,0.0002099741,0.0003638301,0.007931111],"genre_scores_gemma":[0.9727302,0.0004518682,0.01716027,0.00006909131,0.00002012179,0.00005116042,0.0001584559,0.00005670519,0.009302103],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001708837,"threshold_uncertainty_score":0.005716622,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01395890983350662,"score_gpt":0.244408221236668,"score_spread":0.2304493114031614,"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."}}