{"id":"W4390065137","doi":"10.1016/j.vaccine.2023.09.039","title":"The Brighton collaboration standardized module for vaccine benefit-risk assessment","year":2023,"lang":"en","type":"article","venue":"Vaccine","topic":"Vaccine Coverage and Hesitancy","field":"Social Sciences","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"Public Health Agency of Canada","funders":"Coalition for Epidemic Preparedness Innovations","keywords":"Risk assessment; Medicine; Virology; Computer science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.07472978,0.001671123,0.001673398,0.006807838,0.0009897499,0.004016139,0.002925626,0.002669755,0.06107195],"category_scores_gemma":[0.1215128,0.001364353,0.00348313,0.003691697,0.0008137344,0.00452166,0.005898593,0.003677593,0.0333195],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003999463,"about_ca_system_score_gemma":0.01359282,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004045199,"about_ca_topic_score_gemma":0.005549904,"domain_scores_codex":[0.9649696,0.01997412,0.005135065,0.001224646,0.007539586,0.001156938],"domain_scores_gemma":[0.9054682,0.04221528,0.008452641,0.01004994,0.02973843,0.004075438],"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":[0.0006366451,0.0005225645,0.006461733,0.002237232,0.0002233789,0.0001476917,0.0007655277,0.003391381,0.0008855125,0.02150501,0.548354,0.4148693],"study_design_scores_gemma":[0.0003122325,0.0003386209,0.01035664,0.002988394,0.0001202728,0.0002384181,0.0002421921,0.004396141,0.001942143,0.03230984,0.946609,0.0001460079],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.0138562,0.003150098,0.4714147,0.02223707,0.002165888,0.06479046,0.1032896,0.03273875,0.2863573],"genre_scores_gemma":[0.03236207,0.002875574,0.7764534,0.005747695,0.0008751325,0.0541286,0.06842452,0.004899043,0.05423401],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.07472978,"threshold_uncertainty_score":0.3952135,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01488959759161946,"score_gpt":0.3323091353941804,"score_spread":0.317419537802561,"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."}}