{"id":"W2470104358","doi":"10.1093/ntr/ntw158","title":"The Application of a Decision-Theoretic Model to Estimate the Public Health Impact of Vaporized Nicotine Product Initiation in the United States","year":2016,"lang":"en","type":"article","venue":"Nicotine & Tobacco Research","topic":"Smoking Behavior and Cessation","field":"Medicine","cited_by":112,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo; Ontario Institute for Cancer Research","funders":"National Center for Advancing Translational Sciences; National Cancer Institute; National Institute on Drug Abuse; Georgetown University","keywords":"Public health; Medicine; Cohort; Smoking cessation; Demography; Environmental health; Pathology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01018519,0.0001392132,0.0002664888,0.0004362489,0.0002307494,0.00005032789,0.0005429483,0.00005629223,0.00002241917],"category_scores_gemma":[0.003238007,0.00005400044,0.00009131105,0.002267744,0.0002824754,0.0001019906,0.0001147047,0.0003525907,0.000006092483],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003122756,"about_ca_system_score_gemma":0.000727214,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007993224,"about_ca_topic_score_gemma":0.0001497697,"domain_scores_codex":[0.9964566,0.0007117935,0.0006723249,0.0002996944,0.001337046,0.0005225105],"domain_scores_gemma":[0.9953371,0.002040566,0.0002495048,0.001058753,0.001199773,0.0001143616],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001768002,0.00130545,0.5822578,0.0001172713,0.00007714827,0.000001421597,0.00559259,0.002247303,0.01884858,0.01482046,0.00480508,0.3681589],"study_design_scores_gemma":[0.004711802,0.002238689,0.9405861,0.0005151037,0.00005612718,0.00003469005,0.001407555,0.0287003,0.01033566,0.009949831,0.0012391,0.0002249827],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9608214,0.00009026156,0.004427896,0.03268868,0.00002905116,0.001829679,0.00002124474,0.00001974256,0.00007203138],"genre_scores_gemma":[0.9990048,0.0002344851,0.0001919316,0.0001216437,0.00006187491,0.0002422803,0.00007798824,0.00002337808,0.00004162572],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3679339,"threshold_uncertainty_score":0.3876431,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1214503991781496,"score_gpt":0.4849833079377007,"score_spread":0.3635329087595511,"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."}}