{"id":"W4410760593","doi":"10.1016/j.matchemphys.2025.131097","title":"Isoniazid adsorption and release by Cloisite and Laponite: An effect of surface charge","year":2025,"lang":"en","type":"article","venue":"Materials Chemistry and Physics","topic":"Clay minerals and soil interactions","field":"Materials Science","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"École de Technologie Supérieure","funders":"Conselho Nacional de Desenvolvimento Científico e Tecnológico; Natural Sciences and Engineering Research Council of Canada; Coordenação de Aperfeiçoamento de Pessoal de Nível Superior; Fundação de Amparo à Pesquisa do Estado de São Paulo","keywords":"Adsorption; Isoniazid; Surface charge; Charge (physics); Materials science; Chemical engineering; Polymer chemistry; Nanotechnology; Chemistry; Physical chemistry; Tuberculosis; Physics; Medicine; Engineering","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0002057979,0.0001845147,0.0001932952,0.00006872309,0.00008678725,0.0002536872,0.0003079371,0.0002968447,0.001354259],"category_scores_gemma":[0.0003779021,0.0001473962,0.0001857009,0.0000896589,0.0001827557,0.000289681,0.0001040614,0.0002660281,0.0002383282],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001922502,"about_ca_system_score_gemma":0.0001228925,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002155957,"about_ca_topic_score_gemma":0.002539165,"domain_scores_codex":[0.9998649,0.0000255881,0.00001442875,0.00002655231,0.00002538902,0.00004315105],"domain_scores_gemma":[0.9998025,0.00008184183,0.00003589091,0.00002025666,0.00003793562,0.00002164484],"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":[0.001347512,0.00005425667,0.0005531698,0.00004730533,0.00001117188,0.00005790274,0.00002841766,0.0001727753,0.9963375,0.00003736849,0.00003336752,0.001319233],"study_design_scores_gemma":[0.00001740486,0.0003071546,0.00371017,0.000002598361,0.000009625518,0.00005107277,0.00002889547,0.001321185,0.9942908,0.000007792552,0.0002462867,0.000006934284],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9989761,0.0001798321,0.000294474,0.00001639225,0.000006398871,0.000005427477,0.00006533101,0.0000106386,0.000445361],"genre_scores_gemma":[0.9990503,0.00007053141,0.0002225351,0.000009312477,0.000001700677,0.000002361329,0.00006354372,0.000004221352,0.0005755184],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002155957,"threshold_uncertainty_score":0.00453043,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004609400793686921,"score_gpt":0.2490628084887816,"score_spread":0.2444534076950947,"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."}}