{"id":"W4292166418","doi":"10.1016/j.msard.2022.104102","title":"Vaccine hesitancy in people with multiple sclerosis","year":2022,"lang":"en","type":"letter","venue":"Multiple Sclerosis and Related Disorders","topic":"Vaccine Coverage and Hesitancy","field":"Social Sciences","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"SickKids Foundation","funders":"","keywords":"Multiple sclerosis; Medicine; Virology; Dermatology; Immunology","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":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005748002,0.000675997,0.0009458247,0.0005506537,0.001573168,0.0002248216,0.0006123691,0.001123907,0.002391936],"category_scores_gemma":[0.0002732366,0.0006239054,0.0002721979,0.001491365,0.00007713347,0.000440824,0.0002096166,0.0026056,0.00004744665],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000355507,"about_ca_system_score_gemma":0.0002553553,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01585395,"about_ca_topic_score_gemma":0.07789683,"domain_scores_codex":[0.9953434,0.000562384,0.0007597749,0.001197066,0.000903677,0.001233723],"domain_scores_gemma":[0.9980417,0.00070532,0.0003931939,0.0005738576,0.00009060698,0.0001953156],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002615798,0.0003437121,0.5466262,0.0001578149,0.0002694179,0.00008551642,0.01351213,0.0002388664,0.00004145024,0.00006284453,0.429723,0.008677534],"study_design_scores_gemma":[0.00740964,0.0003418238,0.3857198,0.0006418719,0.0002119541,0.000004245277,0.005139113,0.0002554793,0.000005228843,0.0003114009,0.5984031,0.001556319],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.3724204,0.01241983,0.00002469594,0.6003914,0.001425646,0.002897636,0.0002126464,0.0005126383,0.009695103],"genre_scores_gemma":[0.9207421,0.02617252,0.0001487277,0.04667061,0.0005591793,0.000434281,0.0004739329,0.0002265506,0.004572123],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5537208,"threshold_uncertainty_score":0.9997267,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02122079986011625,"score_gpt":0.2207904741530931,"score_spread":0.1995696742929768,"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."}}