{"id":"W3188667162","doi":"10.2196/31409","title":"COVID-19 Vaccine Perception in South Korea: Web Crawling Approach","year":2021,"lang":"en","type":"article","venue":"JMIR Public Health and Surveillance","topic":"Vaccine Coverage and Hesitancy","field":"Social Sciences","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Research Foundation of Korea; National Research Foundation","keywords":"Coronavirus disease 2019 (COVID-19); Vaccination; Perception; Medicine; Family medicine; Psychology; Disease; Virology; Infectious disease (medical specialty); Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002307419,0.0001251365,0.0003156702,0.0001330731,0.0006100079,0.0001680094,0.0001311448,0.0001230047,0.0002585472],"category_scores_gemma":[0.001461137,0.0001262043,0.00004519834,0.0007748256,0.00001746983,0.0002491279,0.00004767097,0.000223505,0.00001191066],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002746559,"about_ca_system_score_gemma":0.004815548,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007036162,"about_ca_topic_score_gemma":0.009715253,"domain_scores_codex":[0.9975467,0.0007263856,0.0003501128,0.000426676,0.0002805817,0.0006695206],"domain_scores_gemma":[0.9983482,0.0001310874,0.0001000568,0.0002013619,0.0001147202,0.001104582],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001443078,0.00008072869,0.9563558,0.0001625941,0.000003696429,0.00001176772,0.03122699,0.00000238573,0.000009739217,0.002268535,0.003398062,0.006465286],"study_design_scores_gemma":[0.001454563,0.0000473153,0.5666085,0.00001059303,3.225449e-7,0.000009723074,0.02912097,0.0004405268,1.09366e-7,0.0003090028,0.4017282,0.0002701334],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.893573,0.003237605,0.001448889,0.08918153,0.0002263718,0.0005950705,0.00002104806,0.0001731676,0.0115433],"genre_scores_gemma":[0.9883713,0.001631742,0.0002777026,0.008509059,0.0003336836,0.00004927363,0.00006005303,0.00001118463,0.0007560556],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3983302,"threshold_uncertainty_score":0.8542575,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05227105096020458,"score_gpt":0.3448831838656558,"score_spread":0.2926121329054512,"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."}}