{"id":"W4413639118","doi":"10.64628/aam.pjkdshty6","title":"From COVID to cancer: Why Canada’s RNA vaccine leadership matters more than ever","year":2025,"lang":"en","type":"preprint","venue":"","topic":"Biomedical Ethics and Regulation","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Coronavirus disease 2019 (COVID-19); Virology; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); 2019-20 coronavirus outbreak; Political science; Biology; Medicine; Internal medicine; Infectious disease (medical specialty)","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.01322819,0.0004832715,0.0006574795,0.001182054,0.02259186,0.01944792,0.002010768,0.01466006,0.02318002],"category_scores_gemma":[0.04038459,0.0005019153,0.0006698233,0.002016666,0.0182626,0.006339276,0.004298502,0.02146406,0.002477138],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.1250592,"about_ca_system_score_gemma":0.2390447,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9655789,"about_ca_topic_score_gemma":0.9765217,"domain_scores_codex":[0.9786857,0.00339521,0.0002403385,0.001480531,0.008000179,0.008198026],"domain_scores_gemma":[0.9630679,0.008899492,0.0008801578,0.00082294,0.01227588,0.01405351],"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":[0.00005625139,0.00002614266,0.002717001,0.00006348527,0.00003291105,0.0002087909,0.004726262,0.0001900663,0.0002148718,0.3224264,0.6519839,0.01735381],"study_design_scores_gemma":[0.00005257988,0.00001972748,0.006286204,0.000384213,0.00004158209,0.0001175772,0.01099959,0.0004602821,0.0003895088,0.07805346,0.9030743,0.0001210096],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.007621785,0.00412569,0.0007301159,0.8972444,0.003491653,0.00001554255,0.0001854941,0.00005572689,0.08652955],"genre_scores_gemma":[0.3877917,0.003996465,0.001090982,0.5032089,0.001932409,0.00004381717,0.0001864777,0.0004442024,0.101305],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.8749408,"threshold_uncertainty_score":0.9073725,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06178329310125893,"score_gpt":0.3317300982366108,"score_spread":0.2699468051353519,"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."}}