{"id":"W4289688205","doi":"10.1088/1361-6528/ac8682","title":"Photocatalytic nanocomposite membranes for environmental remediation","year":2022,"lang":"en","type":"article","venue":"Nanotechnology","topic":"Advanced Photocatalysis Techniques","field":"Energy","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institut National de la Recherche Scientifique","funders":"","keywords":"Materials science; Polyvinylidene fluoride; Photocatalysis; Nanocomposite; Membrane; Chemical engineering; Graphene; Polyethylene glycol; PEG ratio; Degradation (telecommunications); Polyimide; Nanotechnology; Composite material; Layer (electronics); Polymer; Organic chemistry; Catalysis; Chemistry","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001705426,0.0001823851,0.0002522935,0.0002797242,0.0003520025,0.000007344061,0.0004926132,0.0001678896,0.0003552416],"category_scores_gemma":[0.00004070482,0.000209364,0.0001198365,0.0002870281,0.0001247761,0.00009213235,0.0002961253,0.0002647603,0.00004410947],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003133408,"about_ca_system_score_gemma":0.00002017693,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004462628,"about_ca_topic_score_gemma":0.00003057747,"domain_scores_codex":[0.9986518,0.00004102019,0.000301885,0.0004492927,0.0002156578,0.0003403158],"domain_scores_gemma":[0.9991141,0.0000998759,0.0001668917,0.0005752214,0.00001073496,0.00003318985],"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":[0.0001125754,0.0001249186,0.00004446337,0.00002012583,0.00003680142,0.000007438993,0.00008070623,0.001081303,0.9542883,0.00504967,0.0002894198,0.03886426],"study_design_scores_gemma":[0.0004089971,0.0001523673,0.000004029337,0.000001313847,0.00002288775,0.00003366456,0.00008523863,0.000726446,0.6226159,0.006450603,0.3693348,0.0001637089],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9475645,0.001703987,0.03445949,0.001941078,0.0008679942,0.005572769,0.0003399538,0.004521471,0.003028692],"genre_scores_gemma":[0.9863995,0.00005146477,0.007868555,0.0002944646,0.00004107739,0.003638456,0.0004717781,0.00006146179,0.001173299],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3690454,"threshold_uncertainty_score":0.8537615,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008946161243022293,"score_gpt":0.2399821436929104,"score_spread":0.2310359824498881,"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."}}