{"id":"W7075356594","doi":"","title":"A new classification system for describing concurrent use of nicotine vaping products alongside cigarettes (so-called 'dual use'): findings from the ITC-4 Country Smoking and Vaping wave 1 Survey","year":2019,"lang":"en","type":"article","venue":"Own your potential (DEAKIN)","topic":"Pregnancy and preeclampsia studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Nicotine; Snus; Smoking cessation; Public health; Tobacco control; Tobacco use","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0008847221,0.0003595999,0.0007437812,0.00009472087,0.0003583203,0.0002386927,0.0001496569,0.0001942955,0.00001694149],"category_scores_gemma":[0.001205522,0.0002728972,0.0001434254,0.0002489483,0.0001235621,0.0004585349,0.0001939831,0.0003577029,0.000002890604],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001166813,"about_ca_system_score_gemma":0.0002157283,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003686391,"about_ca_topic_score_gemma":0.0002180136,"domain_scores_codex":[0.9973593,0.0002322765,0.0007289143,0.0006886302,0.0005023697,0.0004885366],"domain_scores_gemma":[0.9973729,0.001083559,0.0004843724,0.0005347489,0.0004085264,0.0001159437],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002506159,0.000242458,0.8036103,0.002189269,0.003310631,0.00005437973,0.007227537,0.0001211904,0.1514871,0.004675918,0.005203629,0.01937146],"study_design_scores_gemma":[0.005748355,0.000269783,0.9592972,0.008018794,0.001299896,0.0001260693,0.001203444,0.005986249,0.01519948,0.00002418075,0.002216346,0.0006102029],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9900791,0.001566569,0.004350672,0.0006837086,0.001189125,0.001770518,0.0002434107,0.00009646149,0.00002042822],"genre_scores_gemma":[0.9976125,0.00008639514,0.001066222,0.000177025,0.000450651,0.00003719049,0.0004003007,0.00005593283,0.0001137364],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1556869,"threshold_uncertainty_score":0.9999723,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1213855393002785,"score_gpt":0.2738991082644889,"score_spread":0.1525135689642104,"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."}}