{"id":"W4206669656","doi":"10.2196/preprints.32127","title":"Online Search Behavior Related to COVID-19 Vaccines: Infodemiology Study (Preprint)","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Data-Driven Disease Surveillance","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Vaccination; Coronavirus disease 2019 (COVID-19); Medicine; Quarter (Canadian coin); Pandemic; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Family medicine; Internet privacy; Virology; Computer science; Geography; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001015786,0.0001737264,0.0003335108,0.00232158,0.0006524125,0.001580348,0.000390508,0.0006967524,0.01002215],"category_scores_gemma":[0.007901167,0.0003128812,0.0006957445,0.004337824,0.0003011999,0.002257607,0.0007741983,0.0008806663,0.003009141],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000575636,"about_ca_system_score_gemma":0.0007535635,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02270384,"about_ca_topic_score_gemma":0.02297488,"domain_scores_codex":[0.9992937,0.0002070606,0.0001362496,0.0001023602,0.0001224073,0.0001381498],"domain_scores_gemma":[0.9902393,0.003939036,0.003983865,0.0003825387,0.0006232755,0.0008321109],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000168926,0.0004335237,0.9872791,0.0001836844,0.00008676958,0.00008682496,0.001849824,0.00003970154,0.00007848209,0.0001333867,0.00426452,0.005395469],"study_design_scores_gemma":[0.00001591097,0.0001529795,0.9946797,0.00006714516,0.00005080341,0.0001240534,0.002999251,0.0001956045,0.00005343506,0.00003458193,0.001618239,0.000008271067],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9898703,0.0003088453,0.0000437528,0.000433449,0.0000125631,0.00005235366,0.006894845,0.00000857044,0.002375404],"genre_scores_gemma":[0.9900447,0.0006918433,0.0001280591,0.000404623,0.00007199993,0.0001489795,0.005757463,0.00001607233,0.002736192],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02270384,"threshold_uncertainty_score":0.04514337,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06696507503991739,"score_gpt":0.4181661520329927,"score_spread":0.3512010769930753,"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."}}