{"id":"W4390813804","doi":"10.1038/s41598-024-51847-5","title":"Tetracycline removal from wastewater via g-C3N4 loaded RSM-CCD-optimised hybrid photocatalytic membrane reactor","year":2024,"lang":"en","type":"article","venue":"Scientific Reports","topic":"Advanced Photocatalysis Techniques","field":"Energy","cited_by":51,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Photocatalysis; Aqueous solution; Fourier transform infrared spectroscopy; Materials science; Tetracycline; Chemical engineering; Membrane; Nuclear chemistry; Melamine; Chemistry; Composite material; Organic chemistry; Catalysis","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002337999,0.0003800108,0.000675991,0.0002489119,0.0001931397,0.0004143888,0.0007169761,0.0009149662,0.0005400113],"category_scores_gemma":[0.0001571502,0.0002839167,0.0006385113,0.0003180429,0.0001756906,0.0003855987,0.0003171651,0.000510679,0.0003809172],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006515895,"about_ca_system_score_gemma":0.0003087481,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001741171,"about_ca_topic_score_gemma":0.003344431,"domain_scores_codex":[0.9996524,0.00002880344,0.00002280013,0.0001194291,0.0001312415,0.00004543351],"domain_scores_gemma":[0.9999307,0.00001314145,0.00001648969,0.000006784046,0.00002577102,0.000007147118],"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":[0.00003180982,0.00001082239,0.00004667588,0.00004225224,0.000004335526,0.00001890423,0.000004644111,0.0001777454,0.9986377,0.00002247982,0.00002601643,0.0009765578],"study_design_scores_gemma":[0.000007903234,0.00005338117,0.0004759693,0.000002109161,0.00001133488,0.00007450111,0.00000702119,0.004795899,0.9938499,0.00001130823,0.0007017927,0.00000879679],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9650131,0.001451136,0.0309794,0.000129145,0.00006044935,0.00004148933,0.000395305,0.00054937,0.001380714],"genre_scores_gemma":[0.9577776,0.0007346389,0.03814478,0.00005835127,0.0000135973,0.0000647684,0.0003906087,0.00005621609,0.002759388],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001741171,"threshold_uncertainty_score":0.004727602,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01388009749649664,"score_gpt":0.2606353420232481,"score_spread":0.2467552445267514,"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."}}