{"id":"W4414652627","doi":"10.4103/singaporemedj.smj-2025-085","title":"Vaping: parallels with cigarette smoking and management approaches in Singapore","year":2025,"lang":"en","type":"article","venue":"Singapore Medical Journal","topic":"Smoking Behavior and Cessation","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Electronic cigarette; Nicotine; Popularity; Parallels; Electronic systems; Tobacco harm reduction","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":[0.001112317,0.0001718973,0.0003097211,0.0003618985,0.0001680088,0.00008258582,0.000111997,0.0001781748,0.0001027836],"category_scores_gemma":[0.0001011918,0.0001243819,0.00005218425,0.0003706754,0.0001882114,0.00009684972,0.00005885864,0.000972537,2.488666e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001535262,"about_ca_system_score_gemma":0.0001922781,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008276965,"about_ca_topic_score_gemma":0.000008310039,"domain_scores_codex":[0.9980149,0.00006856662,0.0004012017,0.0002681688,0.0009233357,0.000323816],"domain_scores_gemma":[0.9993821,0.00005064933,0.0001099812,0.000160035,0.00004787532,0.0002493254],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000232637,0.0002450432,0.753976,0.0002402663,0.0002201957,0.002624119,0.0007116649,0.000013616,0.00001536834,0.001886819,0.0009440235,0.2388902],"study_design_scores_gemma":[0.005587495,0.0002150243,0.9787742,0.00507496,0.000548259,0.002401029,0.002045708,0.0004598684,0.0001795774,0.001337167,0.003129638,0.0002470551],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9774867,0.0004915079,0.003485772,0.008578497,0.0002596463,0.0002351524,4.185705e-7,0.00004173347,0.009420613],"genre_scores_gemma":[0.9975955,0.0002295352,0.0005755431,0.00114431,0.0001501588,0.00001069343,0.00001113429,0.00001666964,0.0002664409],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2386432,"threshold_uncertainty_score":0.5072147,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04364091120825758,"score_gpt":0.3004555882121397,"score_spread":0.2568146770038822,"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."}}