{"id":"W4413781544","doi":"10.1021/acsami.5c09740","title":"From Waste to Wealth: Covalent Organic Frameworks for Gold Detection and Recovery from Secondary Sources","year":2025,"lang":"en","type":"review","venue":"ACS Applied Materials & Interfaces","topic":"Covalent Organic Framework Applications","field":"Materials Science","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Tamkeen; York University; New York University Abu Dhabi","keywords":"Materials science; Covalent bond; Metal-organic framework; Nanotechnology; Waste management; Organic chemistry; Engineering; Adsorption","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0006725626,0.00100563,0.002616525,0.0003077395,0.0002817746,0.0009681121,0.001252017,0.001620598,0.002520923],"category_scores_gemma":[0.0002824711,0.0009372897,0.0001079734,0.0003969337,0.0001323058,0.0001709292,0.001149247,0.0007200026,0.0007894671],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003388555,"about_ca_system_score_gemma":0.0003480504,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000397225,"about_ca_topic_score_gemma":0.000175998,"domain_scores_codex":[0.9951868,0.0002045173,0.001675653,0.001929573,0.0003027738,0.0007006496],"domain_scores_gemma":[0.9951762,0.00214697,0.001003519,0.001373855,0.0001062039,0.0001932595],"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":[0.0001495988,0.00005630771,4.444931e-8,0.005637354,0.0002103111,7.376743e-7,0.0003308831,0.000002364862,0.5821735,0.0001333385,0.001748384,0.4095572],"study_design_scores_gemma":[0.0003979085,0.0001367336,0.000001272686,0.01026868,0.001516832,0.000004116371,0.0003538116,3.265379e-7,0.736313,0.009259022,0.2406095,0.001138787],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.1745895,0.7992796,0.006405377,0.0002250221,0.004376931,0.00531686,0.00929553,0.0004239783,0.00008724885],"genre_scores_gemma":[0.01325005,0.9743855,0.004504409,0.0005370952,0.001860867,0.003978478,0.000757711,0.0002597429,0.0004661552],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.4084184,"threshold_uncertainty_score":0.9999886,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01712703411499774,"score_gpt":0.286170269642271,"score_spread":0.2690432355272733,"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."}}