{"id":"W4402071347","doi":"10.2196/55706","title":"Evaluating a WeChat-Based Intervention to Enhance Influenza Vaccination Knowledge, Attitude, and Behavior Among Chinese University Students Residing in the United Kingdom: Controlled, Quasi-Experimental, Mixed Methods Study","year":2024,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Influenza Virus Research Studies","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"China Scholarship Council; University College London","keywords":"Intervention (counseling); Vaccination; Psychology; Medicine; Family medicine; Medical education; Virology; Psychiatry","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":[0.00399588,0.0008315135,0.001262228,0.0007200711,0.001437679,0.0005271293,0.001058785,0.001130819,0.002540969],"category_scores_gemma":[0.003989579,0.0006624695,0.001060969,0.0004725559,0.0009314669,0.0005212767,0.0008105151,0.0007738431,0.0002157899],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001790307,"about_ca_system_score_gemma":0.004331011,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009533096,"about_ca_topic_score_gemma":0.01716359,"domain_scores_codex":[0.9973448,0.00137393,0.0002641225,0.0002818574,0.0003131935,0.0004220774],"domain_scores_gemma":[0.9977164,0.000732202,0.0004465818,0.0001969273,0.0003180627,0.0005898357],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"nonrandomized_trial","study_design_gemma":"nonrandomized_trial","study_design_scores_codex":[0.07525963,0.6529688,0.03693988,0.00552995,0.001185689,0.0003664717,0.007638179,0.001031083,0.02141104,0.0002284865,0.001213848,0.196227],"study_design_scores_gemma":[0.06425095,0.7652768,0.1585988,0.0003186564,0.001137587,0.00005387537,0.002443601,0.001374339,0.004561531,0.00008269565,0.001813755,0.00008753421],"study_design_candidate":"nonrandomized_trial","study_design_consensus":"nonrandomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9936745,0.00008263359,0.0002443585,0.00005309481,0.00002833714,0.005660242,0.00006365316,0.00001380854,0.0001795126],"genre_scores_gemma":[0.974054,0.0003064998,0.005584204,0.0002048868,0.00006284702,0.01898742,0.0001171208,0.000004474298,0.0006785811],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009533096,"threshold_uncertainty_score":0.02113247,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2251980900649732,"score_gpt":0.6303177353229096,"score_spread":0.4051196452579363,"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."}}