{"id":"W3111394773","doi":"10.2196/17149","title":"Methods for Social Media Monitoring Related to Vaccination: Systematic Scoping Review","year":2020,"lang":"en","type":"article","venue":"JMIR Public Health and Surveillance","topic":"Vaccine Coverage and Hesitancy","field":"Social Sciences","cited_by":92,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Social media; Data extraction; Computer science; Data science; Systematic review; Inclusion (mineral); Content analysis; Internet privacy; World Wide Web; Psychology; MEDLINE; Sociology; Social psychology; Social science; Political science","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":[0.004623299,0.0001102822,0.000586451,0.00004855296,0.0007361157,0.000115018,0.0001752144,0.00007363156,0.0000409305],"category_scores_gemma":[0.006834957,0.0001056935,0.00006439351,0.0006595711,0.000006693816,0.0002117928,0.00003452674,0.0001039477,0.000009473422],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008066556,"about_ca_system_score_gemma":0.0007478399,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001252952,"about_ca_topic_score_gemma":0.00008318094,"domain_scores_codex":[0.9973683,0.001095499,0.0005704083,0.0002805168,0.000220602,0.0004646475],"domain_scores_gemma":[0.9978761,0.0009232843,0.0002003828,0.00009664275,0.0002280305,0.0006755671],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003662974,0.00005888248,0.04752335,0.4645254,0.00006400738,0.000003460794,0.1497819,5.174397e-7,0.00000684731,0.02175886,0.02490099,0.2913392],"study_design_scores_gemma":[0.009701553,0.001698553,0.1972112,0.2051966,0.00004675021,0.00002164143,0.05854248,0.0008567018,0.00001111688,0.005306066,0.5161018,0.005305521],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.006324228,0.2312248,0.01639367,0.728353,0.001471176,0.01297497,0.00001633381,0.0005206682,0.002721138],"genre_scores_gemma":[0.853535,0.07030306,0.02110881,0.04618998,0.004350178,0.003865395,0.00005596711,0.0001111705,0.0004804244],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8472108,"threshold_uncertainty_score":0.8182576,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1289437776440311,"score_gpt":0.4646531605727502,"score_spread":0.3357093829287191,"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."}}