{"id":"W4386754959","doi":"10.2196/48641","title":"Twitch Data in Health Promotion Research: Protocol for a Case Study Exploring COVID-19 Vaccination Views Among Young People","year":2023,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Social Media in Health Education","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Coronavirus disease 2019 (COVID-19); Vaccination; Protocol (science); 2019-20 coronavirus outbreak; Medicine; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Promotion (chess); Data collection; Family medicine; Health promotion; Psychology; Public health; Virology; Alternative medicine; Nursing; Political science; Sociology; Outbreak; Disease","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"case_report","genre":"protocol","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"qualitative","genre":"protocol","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.09746294,0.003125233,0.003696156,0.004814112,0.007111362,0.004538675,0.004016671,0.007777015,0.09713166],"category_scores_gemma":[0.1122696,0.003869757,0.003697605,0.004080976,0.004113063,0.006304062,0.005753421,0.008347027,0.02242874],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007901454,"about_ca_system_score_gemma":0.02407811,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004929593,"about_ca_topic_score_gemma":0.01105469,"domain_scores_codex":[0.928355,0.05070016,0.009568489,0.003465517,0.004916206,0.002994642],"domain_scores_gemma":[0.9164424,0.03401403,0.00897159,0.01526155,0.02175145,0.00355895],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"qualitative","study_design_scores_codex":[0.03900909,0.01807436,0.004934907,0.07971416,0.0005424301,0.00830127,0.07501453,0.008104089,0.01395795,0.04407217,0.3771836,0.3310915],"study_design_scores_gemma":[0.02867478,0.01029469,0.009482516,0.04773391,0.0002588366,0.001258504,0.02830134,0.004117839,0.006380006,0.02929565,0.8336045,0.0005974554],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.001013625,0.0001053062,0.003546462,0.0005453806,0.0002158052,0.9916854,0.001289989,0.00006412431,0.001533892],"genre_scores_gemma":[0.0004933753,0.00006426094,0.003771399,0.0001526627,0.00001736847,0.9951079,0.00009530684,0.000006098815,0.0002915311],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.09746294,"threshold_uncertainty_score":0.5154395,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.9550178139919884,"score_gpt":0.7702550264266591,"score_spread":0.1847627875653293,"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."}}