{"id":"W4317569421","doi":"10.1136/tc-2022-057764","title":"Reducing attractiveness of e-liquids: proposal for a restrictive list of tobacco-related flavourings","year":2023,"lang":"en","type":"article","venue":"Tobacco Control","topic":"Smoking Behavior and Cessation","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Rijksinstituut voor Volksgezondheid en Milieu; Health Canada","keywords":"Flavour; Tobacco industry; Spreadability; Medicine; Environmental health; Food science; Chemistry","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"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":[0.0005070142,0.0001440866,0.0004787312,0.0002502233,0.00005923398,0.000008881216,0.00009909124,0.000157667,0.00004534638],"category_scores_gemma":[0.000421115,0.0001313783,0.0001844846,0.0005163397,0.00008118484,0.0001230531,0.00002053956,0.0001583411,0.000003705012],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009571692,"about_ca_system_score_gemma":0.0002888713,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002746973,"about_ca_topic_score_gemma":0.000006153566,"domain_scores_codex":[0.998645,0.00005037443,0.0004864364,0.0002607482,0.0003077856,0.0002496314],"domain_scores_gemma":[0.9986608,0.0002717749,0.000317343,0.0002764161,0.0004074106,0.00006625067],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00279708,0.0003474176,0.7607466,0.0002209161,0.0002966493,0.00001937882,0.001279535,0.0001950965,0.2193183,0.001567475,0.0005104698,0.01270105],"study_design_scores_gemma":[0.00864517,0.0009730248,0.8948659,0.0005296748,0.0007066684,0.00001424569,0.0009226783,0.0002448927,0.09236536,0.0003885062,0.0001413776,0.0002025356],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9967892,0.00004106619,0.0003034658,0.0006136161,0.0002510946,0.001260417,0.00006441794,0.0001191112,0.0005575684],"genre_scores_gemma":[0.9991498,0.00001119084,0.0001209464,0.00002211541,0.0001065486,0.0001439944,0.00005553312,0.00003292727,0.0003569269],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1341193,"threshold_uncertainty_score":0.5357452,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02423952995078403,"score_gpt":0.3103095084684203,"score_spread":0.2860699785176363,"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."}}