{"id":"W3031540551","doi":"10.1016/j.vaccine.2020.05.038","title":"Advanced vaccinology education: Landscaping its growth and global footprint","year":2020,"lang":"en","type":"article","venue":"Vaccine","topic":"Vaccine Coverage and Hesitancy","field":"Social Sciences","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"Izaak Walton Killam Health Centre; Dalhousie University","funders":"Wellcome Trust; Bill and Melinda Gates Foundation","keywords":"Reverse vaccinology; Environmental planning; Economic growth; Biotechnology; Geography; Medicine; Biology","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":[0.00007314642,0.00009881704,0.0001651193,0.00002395079,0.0002330906,0.00004349592,0.0001657977,0.00006954621,0.0002165197],"category_scores_gemma":[0.0003018838,0.00009778165,0.00003219328,0.0003044013,0.000001507917,0.0001482546,0.00007390483,0.00008507345,0.00004961674],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003448874,"about_ca_system_score_gemma":0.0001945904,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001074269,"about_ca_topic_score_gemma":0.0002900544,"domain_scores_codex":[0.9991837,0.00005447381,0.0001577683,0.0002552203,0.000106521,0.0002423294],"domain_scores_gemma":[0.9995298,0.00003528702,0.00005865866,0.00008730094,0.00008844945,0.0002004786],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001719653,0.0001189294,0.6486868,0.0001219255,0.00005179866,0.00002082157,0.007175369,0.000006668811,0.001604014,0.2340567,0.008485731,0.09949929],"study_design_scores_gemma":[0.003096365,0.0003993906,0.7467765,0.00007381503,0.00007359716,0.00002024271,0.005902207,0.00006226487,0.001374291,0.01033411,0.2311914,0.0006958261],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8992583,0.00481789,0.000143151,0.07287218,0.0003465782,0.0002461026,0.00000311686,0.0001482325,0.0221644],"genre_scores_gemma":[0.9955658,0.001093901,0.000306688,0.002168664,0.0006684932,0.00001071231,0.000003091741,0.000006847893,0.0001758164],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2237226,"threshold_uncertainty_score":0.398742,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01952457435855316,"score_gpt":0.2951377217499834,"score_spread":0.2756131473914302,"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."}}