{"id":"W4397040409","doi":"10.1007/978-981-97-2104-7_8","title":"Advancements in Metal Oxide/Polymer Nanocomposite Utilized as Photocatalysts for Wastewater Remediation","year":2024,"lang":"en","type":"book-chapter","venue":"","topic":"TiO2 Photocatalysis and Solar Cells","field":"Energy","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"Institut National de la Recherche Scientifique","funders":"","keywords":"Environmental remediation; Nanocomposite; Wastewater; Oxide; Metal; Materials science; Waste management; Nanotechnology; Metallurgy; Contamination; Engineering","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":[0.0001325252,0.0003293144,0.000203504,0.0004234098,0.000160629,0.0007997436,0.0004181602,0.0004388464,0.002663114],"category_scores_gemma":[0.0001201152,0.0002296928,0.0003165256,0.0006114956,0.0001729923,0.0009588895,0.0003519598,0.0007871842,0.001245386],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004045413,"about_ca_system_score_gemma":0.0002497582,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005132285,"about_ca_topic_score_gemma":0.001448734,"domain_scores_codex":[0.9999152,0.000005344175,0.000005133872,0.00002533076,0.00003988756,0.000009028015],"domain_scores_gemma":[0.9999586,0.00001642093,0.000004634625,0.000003613493,0.00001364088,0.000003061057],"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":[0.00008604187,0.0002283696,0.0001624884,0.002187787,0.00002333525,0.0002562923,0.0001284525,0.0009930899,0.6772428,0.01838337,0.004874099,0.2954339],"study_design_scores_gemma":[0.000006797017,0.0004389885,0.0007808799,0.0001659201,0.00004955234,0.0006957269,0.00007793804,0.003612168,0.6008382,0.00334716,0.3899585,0.00002823636],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.1662803,0.4770559,0.06336109,0.002347172,0.002447189,0.0001026184,0.0004908083,0.0006830568,0.2872318],"genre_scores_gemma":[0.33594,0.3479748,0.03992323,0.0008368144,0.0006819942,0.00007493887,0.0004895423,0.0002383044,0.2738403],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002663114,"threshold_uncertainty_score":0.008908987,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01657696058982563,"score_gpt":0.2551015979801624,"score_spread":0.2385246373903368,"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."}}