{"id":"W6991239375","doi":"","title":"Formulated oligonucleotide APIs: Regulatory aspects","year":2022,"lang":"en","type":"article","venue":"The Novartis Repository (Novartis)","topic":"Astronomical Observations and Instrumentation","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Oligonucleotide; Order (exchange); Best practice; Expediting; Harmonization; Value (mathematics)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002332116,0.0002155315,0.0002006299,0.00009218103,0.0007246755,0.00007921623,0.0003547662,0.00004910744,0.0004208096],"category_scores_gemma":[0.000008919269,0.0001992715,0.0001107678,0.0004419901,0.00007352879,0.0003438224,0.000149236,0.0003641655,0.0001101627],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003802076,"about_ca_system_score_gemma":0.00004317674,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006839677,"about_ca_topic_score_gemma":0.000006864009,"domain_scores_codex":[0.9984089,0.00008133465,0.0005286737,0.000256089,0.0003364711,0.0003885301],"domain_scores_gemma":[0.9991323,0.00004350759,0.0001096736,0.0005829845,0.00004364716,0.00008786131],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001323396,0.0002193285,0.005514602,0.00005900849,0.0004529684,0.00006157951,0.001668898,0.4662489,0.4520165,0.02165165,0.02802375,0.02395049],"study_design_scores_gemma":[0.002844592,0.0005971732,0.2479085,0.00005982353,0.0002386015,0.000458507,0.001334262,0.3410037,0.2988299,0.002887193,0.1021369,0.001700706],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9853618,0.0001811831,0.001106814,0.0002099978,0.001259644,0.000334174,0.00001402815,0.0005151001,0.01101733],"genre_scores_gemma":[0.9979812,0.000004809145,0.0005304659,0.0001796639,0.0002237017,0.0001243779,0.00003241451,0.00006483867,0.0008585428],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2423939,"threshold_uncertainty_score":0.8126055,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005966743053655042,"score_gpt":0.1702954154365502,"score_spread":0.1643286723828952,"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."}}