{"id":"W4361197460","doi":"10.1002/ange.202302979","title":"A Modular Tubular Flow System with Replaceable Photocatalyst Membranes for Scalable Coupling and Hydrogenation","year":2023,"lang":"en","type":"article","venue":"Angewandte Chemie","topic":"Advanced Photocatalysis Techniques","field":"Energy","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institut National de la Recherche Scientifique","funders":"Suzhou Municipal Science and Technology Bureau; National Natural Science Foundation of China; Canada Research Chairs","keywords":"Photocatalysis; Flow chemistry; Membrane; Mass transfer; Modular design; Materials science; Scalability; Chemical engineering; Catalysis; Absorption (acoustics); Yield (engineering); Chemistry; Nanotechnology; Organic chemistry; Computer science; Chromatography; Composite material; Engineering","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":[0.0002955539,0.0004758643,0.0003103527,0.0003182847,0.0002202104,0.0002463683,0.0006446089,0.0007577755,0.000693059],"category_scores_gemma":[0.000213993,0.0002704021,0.0004076528,0.0001614317,0.0002509149,0.0005226088,0.0003186274,0.0004076881,0.0004317356],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003349523,"about_ca_system_score_gemma":0.0003298837,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003355659,"about_ca_topic_score_gemma":0.0004146713,"domain_scores_codex":[0.9998379,0.00001481736,0.00001284894,0.00006231313,0.00004212058,0.00002996276],"domain_scores_gemma":[0.9998564,0.000020704,0.00005839639,0.00002149388,0.00002545715,0.00001757387],"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":[0.00003334871,0.00002015809,0.00008898325,0.00004661893,0.000007140782,0.00005235967,0.00001068013,0.0003364941,0.9954645,0.0002995579,0.0001132732,0.003526953],"study_design_scores_gemma":[0.00001895634,0.0002566482,0.0007246216,0.000004355254,0.0000161976,0.0001699917,0.000004793484,0.00429868,0.990365,0.00005236399,0.004070093,0.00001826832],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8609672,0.001283875,0.1323061,0.0002256014,0.0001766251,0.000163618,0.0005387377,0.002596754,0.001741535],"genre_scores_gemma":[0.9380351,0.0004499943,0.05873275,0.00006524814,0.0000477697,0.0001489244,0.0003963253,0.00005455337,0.002069333],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0007577755,"threshold_uncertainty_score":0.00243026,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01443006911032162,"score_gpt":0.2409164830517268,"score_spread":0.2264864139414052,"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."}}