{"id":"W4317422613","doi":"10.2196/38732","title":"The Vaping and Patterns of e-Cigarette Use Research Study: Protocol for a Web-Based Cohort Study","year":2023,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Smoking Behavior and Cessation","field":"Medicine","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute on Drug Abuse; Center for Tobacco Products; National Institutes of Health","keywords":"Odds; Incentive; Protocol (science); Personalization; Electronic cigarette; Web survey; Internet privacy; Medicine; Computer science; Psychology; Business; Logistic regression; World Wide Web; Alternative medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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":[0.01761631,0.0001693411,0.0003366588,0.0006331982,0.0008908269,0.0003146922,0.0003608157,0.0001143153,0.0000388385],"category_scores_gemma":[0.001363892,0.0001125507,0.00007245588,0.001342008,0.0002671259,0.0001408943,0.0003098005,0.0009626079,0.000004691221],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001623271,"about_ca_system_score_gemma":0.000547557,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001711446,"about_ca_topic_score_gemma":0.00008803424,"domain_scores_codex":[0.993346,0.001546767,0.0005261305,0.0005997542,0.003132698,0.0008486878],"domain_scores_gemma":[0.9949259,0.00211351,0.0001000245,0.001001704,0.001676531,0.0001823194],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00243287,0.002257097,0.9848568,0.000752363,0.00005370714,0.00003876882,0.0009303713,7.29349e-7,0.0009386992,0.00002112348,0.004549131,0.003168281],"study_design_scores_gemma":[0.01154018,0.009454179,0.9540915,0.001349873,0.00001056112,0.00000141681,0.003091006,0.0001664096,0.001103281,0.00004038917,0.01904673,0.0001044041],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.4036634,5.533997e-8,0.000003646508,0.0002294186,0.00000312972,0.5959961,0.000008519041,0.00006415867,0.00003148488],"genre_scores_gemma":[0.263046,6.47479e-8,0.000005910552,0.00000750275,0.00007127444,0.7361961,0.000006657241,0.00004306881,0.000623479],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.1406175,"threshold_uncertainty_score":0.685161,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5085719542237059,"score_gpt":0.6224661911774741,"score_spread":0.1138942369537682,"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."}}