{"id":"W3207307480","doi":"10.2196/32127","title":"Online Search Behavior Related to COVID-19 Vaccines: Infodemiology Study","year":2021,"lang":"en","type":"article","venue":"JMIR Infodemiology","topic":"Vaccine Coverage and Hesitancy","field":"Social Sciences","cited_by":35,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute of Diabetes and Digestive and Kidney Diseases","keywords":"Vaccination; Coronavirus disease 2019 (COVID-19); Quarter (Canadian coin); Pandemic; Medicine; Public health; Online search; Family medicine; Virology; Computer science; World Wide Web; Geography; Disease; Infectious disease (medical specialty)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002001059,0.0002718861,0.0007410242,0.0002529093,0.0006291708,0.00003817983,0.0006658797,0.0005670834,0.002219646],"category_scores_gemma":[0.005002297,0.0002703709,0.0001630097,0.001026439,0.0000634073,0.0001877108,0.000522444,0.0007201514,0.0004135702],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003955035,"about_ca_system_score_gemma":0.001626602,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002810381,"about_ca_topic_score_gemma":0.01538468,"domain_scores_codex":[0.9949634,0.002115842,0.000936621,0.0007439723,0.000286245,0.0009539403],"domain_scores_gemma":[0.9968687,0.001152191,0.0001335611,0.00068463,0.0003790513,0.0007818626],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006371353,0.0008132227,0.9569483,0.00001212575,0.00003966344,0.0003116411,0.02378401,0.000579283,0.0001112955,0.008008158,0.008463467,0.0008651247],"study_design_scores_gemma":[0.001508319,0.0005560517,0.9165443,0.000009664904,0.00005873691,0.00004812263,0.02145964,0.00004710417,0.000006809524,0.002358008,0.05697095,0.0004322603],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.975373,0.0002358843,0.0001763775,0.0192158,0.0005478949,0.001440677,0.00002735144,0.0002891627,0.002693861],"genre_scores_gemma":[0.980693,0.0001514324,0.0005641468,0.01423438,0.0002940163,0.0003843729,0.00006367738,0.00002523431,0.003589786],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04850748,"threshold_uncertainty_score":0.9999748,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08736805962988041,"score_gpt":0.4582638188669161,"score_spread":0.3708957592370357,"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."}}