{"id":"W6949683408","doi":"10.5281/zenodo.15109763","title":"Advancing Personalized Cancer Care: Regulatory Strategies for Health Canada and FDA Approval of mRNA Vaccines.","year":2025,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"RNA Interference and Gene Delivery","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Pandemic; Agency (philosophy); Cornerstone; Health care; Adaptability; Cancer; Software deployment; Personalized medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.04921921,0.001443133,0.000941176,0.002534583,0.007664192,0.01376713,0.005544735,0.02938856,0.0125784],"category_scores_gemma":[0.07101989,0.000897365,0.00232819,0.002520571,0.01053494,0.007681895,0.007152813,0.02103478,0.003467885],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.06325565,"about_ca_system_score_gemma":0.3631444,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.6194384,"about_ca_topic_score_gemma":0.7240025,"domain_scores_codex":[0.9445269,0.009774062,0.001652955,0.002897507,0.03418249,0.006966171],"domain_scores_gemma":[0.909624,0.01764998,0.004293582,0.002926683,0.04838626,0.01711945],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001507857,0.0001212394,0.0009646458,0.0003561589,0.00004642527,0.0003319357,0.0008242201,0.0004263913,0.001113324,0.2065366,0.6843013,0.1048271],"study_design_scores_gemma":[0.00009605371,0.0001024082,0.001715281,0.0007700131,0.00004009751,0.0002144371,0.0003936841,0.0003478065,0.0005395848,0.02038128,0.9753203,0.00007901441],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"review","genre_scores_codex":[0.001147585,0.01994298,0.006712828,0.9116901,0.005542138,0.0003844967,0.0004812375,0.0003769482,0.05372181],"genre_scores_gemma":[0.04369263,0.03055217,0.03847938,0.8112991,0.004831987,0.0006587022,0.001174491,0.000406541,0.06890493],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.9367443,"threshold_uncertainty_score":0.7656057,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01119027960179427,"score_gpt":0.2606317169743646,"score_spread":0.2494414373725703,"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."}}