{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009431334,0.0003170526,0.0003058118,0.005705612,0.0005126648,0.001079271,0.0002535426,0.000269537,0.001145184],"category_scores_gemma":[0.003166566,0.0001874491,0.0003928721,0.004364746,0.0003141853,0.001221692,0.0007221021,0.000344366,0.0005361931],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005377939,"about_ca_system_score_gemma":0.0007801429,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004729107,"about_ca_topic_score_gemma":0.008150098,"domain_scores_codex":[0.9993575,0.0001466564,0.0001164815,0.0001364414,0.0001642842,0.0000785624],"domain_scores_gemma":[0.997045,0.001198557,0.0006674785,0.0001246523,0.0007941917,0.0001700955],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004527532,0.0003736106,0.7781745,0.003848806,0.0001495782,0.001949022,0.03228835,0.0004520684,0.01533769,0.0007505383,0.01435305,0.15187],"study_design_scores_gemma":[0.00001671395,0.0002603841,0.9206921,0.000410108,0.0001998288,0.001150538,0.04409396,0.004966547,0.00505731,0.0004008769,0.02268353,0.00006814163],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9911356,0.0004053939,0.0005253582,0.0001696184,0.00001470879,0.0001978985,0.005344351,0.0000625857,0.002144583],"genre_scores_gemma":[0.9816388,0.0008104994,0.004768694,0.0001680659,0.00002207978,0.0004517101,0.01011448,0.00003749499,0.001988147],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005705612,"threshold_uncertainty_score":0.009403169,"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."}}