{"id":"W4293247753","doi":"10.2196/preprints.39700","title":"Comparing the Use of a Mobile App and a Web-Based Notification Platform for Surveillance of Adverse Events Following Influenza Immunization: Randomized Controlled Trial (Preprint)","year":2022,"lang":"en","type":"preprint","venue":"","topic":"Pharmacovigilance and Adverse Drug Reactions","field":"Pharmacology, Toxicology and Pharmaceutics","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital; University of Toronto","funders":"","keywords":"Medicine; Mobile apps; Notification system; Vaccination; Adverse effect; Influenza vaccine; Web application; Smartphone app; Randomized controlled trial; Internet privacy; World Wide Web; Family medicine; Medical emergency; Computer science; Internal medicine; Immunology","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":[0.003865128,0.001608748,0.003613477,0.0006270246,0.0006854525,0.001911679,0.001233813,0.003548712,0.01446083],"category_scores_gemma":[0.0101001,0.0009059108,0.005150758,0.0006002609,0.00124241,0.002063041,0.0007790798,0.003597006,0.001445044],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001372357,"about_ca_system_score_gemma":0.002542725,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002682389,"about_ca_topic_score_gemma":0.003360059,"domain_scores_codex":[0.9961128,0.002259563,0.0005605654,0.0005030543,0.0003055797,0.000258367],"domain_scores_gemma":[0.9958033,0.00205921,0.001059615,0.0002140899,0.0003221802,0.000541591],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.9789692,0.004563231,0.0003551881,0.002755485,0.002587764,0.00001975733,0.000050711,0.00009590786,0.0003127161,0.0001035031,0.0007974891,0.009388965],"study_design_scores_gemma":[0.9536342,0.0417035,0.001194871,0.0003546165,0.001993921,0.00001187554,0.00003554822,0.0002811507,0.0001799836,0.0001188225,0.0004752566,0.00001633839],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9252346,0.01921259,0.001974393,0.002703575,0.005900356,0.0358039,0.002640313,0.0003738693,0.006156394],"genre_scores_gemma":[0.9199839,0.00786352,0.005378434,0.00303102,0.002424153,0.05472965,0.001213847,0.00005084912,0.005324673],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01446083,"threshold_uncertainty_score":0.04837632,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1717419220687177,"score_gpt":0.4305927400037728,"score_spread":0.258850817935055,"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."}}