{"id":"W4403866275","doi":"10.3390/molecules29215108","title":"Role of Clay Minerals in Natural Media Self-Regeneration from Organic Pollution-Prospects for Nature-Inspired Water Treatments","year":2024,"lang":"en","type":"review","venue":"Molecules","topic":"Environmental remediation with nanomaterials","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"École de Technologie Supérieure; Université du Québec à Montréal","funders":"","keywords":"Clay minerals; Natural (archaeology); Pollution; Regeneration (biology); Environmental science; Natural organic matter; Environmental chemistry; Water pollution; Chemistry; Water treatment; Environmental protection; Environmental engineering; Geology; Mineralogy; Ecology; Biology; Cell biology","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00007475632,0.0004302712,0.0009113295,0.000232589,0.00001882646,0.0000403004,0.0001716053,0.0004697479,0.00004822768],"category_scores_gemma":[0.00002796208,0.0003048792,0.0002135573,0.0001444472,0.00001611624,0.00007974701,0.00004433103,0.0001762548,0.00009271854],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004647037,"about_ca_system_score_gemma":0.00003071147,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001411236,"about_ca_topic_score_gemma":0.00005817166,"domain_scores_codex":[0.9984835,0.00005121896,0.0006512222,0.0003467582,0.0002079789,0.0002593074],"domain_scores_gemma":[0.9995526,0.00004900904,0.00009393239,0.0002438099,0.00001263295,0.00004799653],"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":[0.000009329961,0.00008995827,0.000008852991,0.005568333,0.0009182622,0.00001597907,0.0005125522,0.0001605346,0.9632026,0.00009537025,0.000492762,0.0289255],"study_design_scores_gemma":[0.001092831,0.00007447174,0.00008326749,0.004373184,0.002168556,0.000006955062,0.00001549879,0.00142145,0.8537161,0.000661351,0.1353684,0.00101793],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.02383071,0.9732795,0.00001482146,0.00001070412,0.001062869,0.001021746,0.0005877984,0.0001549468,0.00003690493],"genre_scores_gemma":[0.07082778,0.9226571,0.001404883,0.00001376638,0.000327771,0.0004021975,0.004101824,0.0001692759,0.00009534195],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.1348757,"threshold_uncertainty_score":0.9999403,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007050806290706601,"score_gpt":0.2334726904188999,"score_spread":0.2264218841281933,"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."}}