{"id":"W7106854758","doi":"10.2196/79957","title":"An Ecological Momentary Assessment Protocol to Measure Stress, Socialization, and Other Contributors to Smoking Behaviors Among LGBTQ+ Adolescents: Multimethod Evaluation of Feasibility, Acceptability, and Appropriateness From the Puff Break Research Study","year":2025,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Smoking Behavior and Cessation","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Tobacco-Related Disease Research Program","keywords":"Protocol (science); Socialization; Measure (data warehouse); Self-report study; Ecological validity; Scale (ratio)","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.05461463,0.001358047,0.001530193,0.001363475,0.002273065,0.001675706,0.001634408,0.001551342,0.008055671],"category_scores_gemma":[0.03632138,0.001093671,0.001818282,0.000848291,0.00103903,0.001071034,0.002483544,0.001730766,0.002086404],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001163452,"about_ca_system_score_gemma":0.003765439,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009056074,"about_ca_topic_score_gemma":0.00270477,"domain_scores_codex":[0.9537863,0.03273911,0.005087893,0.002477769,0.004763538,0.001145361],"domain_scores_gemma":[0.9733223,0.008881951,0.004113549,0.005117896,0.007571289,0.0009930721],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.02426569,0.06858113,0.1556746,0.004621516,0.001318439,0.0006826645,0.01552671,0.004692097,0.02289436,0.004630521,0.0429797,0.6541326],"study_design_scores_gemma":[0.02371549,0.118954,0.6645342,0.002519823,0.0008851873,0.0009548274,0.006915619,0.03462116,0.02218914,0.005701206,0.1183647,0.0006445675],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.2759046,0.0003576585,0.0987056,0.0007034232,0.0003293396,0.6095808,0.004659589,0.0009202511,0.008838771],"genre_scores_gemma":[0.08523081,0.0001793438,0.09771516,0.0004033417,0.00006676946,0.814297,0.0008010819,0.00004998952,0.001256482],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.05461463,"threshold_uncertainty_score":0.2888331,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1859937243587077,"score_gpt":0.5592998048126947,"score_spread":0.373306080453987,"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."}}