{"id":"W4411378594","doi":"10.1039/d5gc01768h","title":"Amino and hydroxyl functionalization of nucleosides <i>via</i> resonant acoustic mixing","year":2025,"lang":"en","type":"article","venue":"Green Chemistry","topic":"Advanced biosensing and bioanalysis techniques","field":"Biochemistry, Genetics and Molecular Biology","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Surface modification; Mixing (physics); Chemistry; Combinatorial chemistry; Physics; Physical chemistry","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008025615,0.000108868,0.0001261308,0.00002311939,0.00005898891,0.000007602098,0.00007340001,0.0001340832,0.000002744467],"category_scores_gemma":[0.00004786145,0.0001023987,0.00005422133,0.000113394,0.0001186726,0.000002610439,0.00008572177,0.00005187207,2.101923e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001003336,"about_ca_system_score_gemma":0.0000269951,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001968155,"about_ca_topic_score_gemma":0.000008692818,"domain_scores_codex":[0.9993672,0.0000115593,0.000178265,0.0002534424,0.00007940125,0.0001101199],"domain_scores_gemma":[0.9995804,0.00001143883,0.0000818413,0.0002133159,0.00008420421,0.00002880126],"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":[0.00003066945,0.00002181711,0.002081301,0.00009501088,0.00004376054,8.787336e-7,0.000003683709,0.000006873077,0.9910638,0.000006844577,0.0004543872,0.006190958],"study_design_scores_gemma":[0.0001526603,0.00002153211,0.0007291429,0.00005403948,0.00005288249,0.000009686997,0.00002499772,0.0003692253,0.9946843,0.0002603918,0.003535888,0.0001052475],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9718189,0.001051134,0.02449253,0.000166616,0.00003011862,0.00007042298,0.00002089694,0.00003882254,0.002310602],"genre_scores_gemma":[0.9960914,0.000165271,0.001353728,0.0001331451,0.00006801327,0.00000331837,0.00009452418,0.000008152058,0.002082411],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02427258,"threshold_uncertainty_score":0.4175697,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004995451488445754,"score_gpt":0.2339548043149816,"score_spread":0.2289593528265358,"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."}}