{"id":"W7115177958","doi":"10.1016/j.etdah.2025.100210","title":"E-Vaping Patterns of Use, Information Needs and Risk Perception in the Post Pandemic Era: An International Survey and Social Media Listening Study","year":2025,"lang":"en","type":"article","venue":"Emerging Trends in Drugs Addictions and Health","topic":"Smoking Behavior and Cessation","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Active listening; Pandemic; Perception; Social media; Risk perception; Information needs; Risk communication","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001309195,0.00007871422,0.0001593135,0.0008584897,0.0002123217,0.00004747607,0.0000365806,0.00005083912,0.00001399807],"category_scores_gemma":[0.00004546686,0.00006683977,0.00001455174,0.0003809763,0.00002992502,0.0003922035,0.00002591758,0.0002769857,2.987214e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008577242,"about_ca_system_score_gemma":0.00004331637,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01187247,"about_ca_topic_score_gemma":0.01101012,"domain_scores_codex":[0.9990872,0.0001887935,0.0003539631,0.0001019635,0.000161414,0.000106696],"domain_scores_gemma":[0.9996049,0.0001088393,0.0001225419,0.00007702332,0.00006064927,0.00002609407],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002948696,0.00007295288,0.7849523,0.00001554181,0.0000100656,1.375226e-7,0.09120864,0.000004092328,0.000001787496,0.0000541323,0.00002164989,0.1236292],"study_design_scores_gemma":[0.001134872,0.00008967726,0.9250305,0.00007950857,0.00002921401,0.000003728386,0.07300578,0.0005191243,1.055313e-7,0.000005897496,0.00005905259,0.00004250596],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998745,0.00002178029,0.00006742065,0.0007361018,0.0001498079,0.0001310094,0.00007453836,0.00001641538,0.00005789507],"genre_scores_gemma":[0.9987836,0.0005209654,0.00002541954,0.0001495323,0.00003800343,0.00001668206,0.0004511975,0.000003962726,0.00001055964],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1400782,"threshold_uncertainty_score":0.9947076,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05186739378689809,"score_gpt":0.3771131427818114,"score_spread":0.3252457489949133,"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."}}