{"id":"W4394903141","doi":"10.1016/j.talanta.2024.126097","title":"Recent advances and synergistic effect of bioactive zeolite imidazolate frameworks (ZIFs) for biosensing applications","year":2024,"lang":"en","type":"article","venue":"Talanta","topic":"Advanced biosensing and bioanalysis techniques","field":"Biochemistry, Genetics and Molecular Biology","cited_by":21,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université du Québec à Trois-Rivières","funders":"Prince Sattam bin Abdulaziz University","keywords":"Biosensor; Chemistry; Nanotechnology; Zeolitic imidazolate framework; Aptamer; Small molecule; Surface modification; Combinatorial chemistry; Metal-organic framework; Materials science; Adsorption; Biochemistry; Organic 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":[0.0001423127,0.0001365751,0.0001748616,0.00006098578,0.00005819696,0.00002332314,0.00005524546,0.000173724,5.178518e-7],"category_scores_gemma":[0.00005986118,0.0001050347,0.00007841735,0.0001373347,0.0001320033,0.000004823172,0.00004450214,0.00009695713,5.991501e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000009842159,"about_ca_system_score_gemma":0.00001451358,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001915401,"about_ca_topic_score_gemma":0.000005834929,"domain_scores_codex":[0.9992849,0.00002834556,0.0001601065,0.00032543,0.00005695335,0.0001442581],"domain_scores_gemma":[0.9995511,0.0000933211,0.00006033058,0.0001959107,0.00005986507,0.00003948524],"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":[0.0001028436,0.00001256764,0.00008705369,0.0001837481,0.00009159713,0.000001384254,0.00001223733,0.000004723613,0.7892892,0.0001369827,0.0001033794,0.2099743],"study_design_scores_gemma":[0.0001095404,0.0002476138,0.00002526234,0.00009728109,0.000117068,0.00001426789,0.00001831441,0.0005080884,0.9325982,0.0004839846,0.06563877,0.0001415815],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.905414,0.04055994,0.05195848,0.0002655897,0.0001397474,0.0007976199,0.0002287414,0.0001308997,0.0005049547],"genre_scores_gemma":[0.9874596,0.010339,0.001762358,0.00003778573,0.000138578,0.00003043037,0.0001449714,0.00001863244,0.0000686545],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2098328,"threshold_uncertainty_score":0.4283192,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005327529811372136,"score_gpt":0.2935020828539117,"score_spread":0.2881745530425395,"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."}}