{"id":"W3162971042","doi":"10.1016/j.vaccine.2021.05.007","title":"Digital tools for vaccine reporting: A perspective from the province of Ontario","year":2021,"lang":"en","type":"article","venue":"Vaccine","topic":"Influenza Virus Research Studies","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Public Health Ontario; University of Toronto; McMaster University; Baycrest Hospital","funders":"","keywords":"Perspective (graphical); Virology; Medicine; Family medicine; Environmental health; Geography; Computer science","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":[0.01063618,0.0004170668,0.0005487964,0.003187028,0.008039688,0.01237745,0.002401919,0.003423983,0.01218531],"category_scores_gemma":[0.03283166,0.0005112119,0.0006155026,0.008659986,0.005900417,0.004651788,0.003952061,0.003220016,0.0007315268],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.1127742,"about_ca_system_score_gemma":0.3081638,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9898685,"about_ca_topic_score_gemma":0.9920554,"domain_scores_codex":[0.9916691,0.001992314,0.0005640741,0.0004214165,0.003306496,0.002046579],"domain_scores_gemma":[0.9295631,0.02311027,0.005016852,0.001760412,0.02853703,0.01201241],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0002584908,0.0001857375,0.1217048,0.003538494,0.0001697915,0.001887976,0.0604189,0.001346759,0.001822804,0.1708981,0.3708246,0.2669435],"study_design_scores_gemma":[0.00005206659,0.00008115405,0.07547847,0.002852319,0.0000936125,0.0002812976,0.04851902,0.0006676688,0.000385718,0.00626649,0.8651998,0.0001223961],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.05839986,0.03630964,0.001675247,0.7713684,0.001278589,0.0001911334,0.003951615,0.0001330553,0.1266924],"genre_scores_gemma":[0.7503737,0.1095491,0.00919854,0.06269409,0.001538383,0.0002106462,0.002258535,0.0002301025,0.06394699],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8872258,"threshold_uncertainty_score":0.818238,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08759493769467314,"score_gpt":0.3686711430692658,"score_spread":0.2810762053745927,"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."}}