{"id":"W3130762827","doi":"10.2196/22877","title":"Smoking Cessation Using Wearable Sensors: Protocol for a Microrandomized Trial","year":2021,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Mindfulness and Compassion Interventions","field":"Psychology","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute on Minority Health and Health Disparities; National Center for Advancing Translational Sciences; National Institute of Biomedical Imaging and Bioengineering; National Cancer Institute; National Institutes of Health","keywords":"Mindfulness; Smoking cessation; Stressor; Medicine; Ethnically diverse; Protocol (science); Intervention (counseling); mHealth; Wearable computer; Quit smoking; Craving; Randomized controlled trial; Clinical trial; Clinical psychology; Psychology; Addiction; Alternative medicine; Psychological intervention; Environmental health; Psychiatry; Computer science; Population","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":[0.03304983,0.004433953,0.006177563,0.001974363,0.004228376,0.003553606,0.00242388,0.005938926,0.1089097],"category_scores_gemma":[0.04758123,0.002899381,0.003798012,0.002559501,0.003007005,0.003031072,0.00219344,0.009082878,0.0203484],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004145897,"about_ca_system_score_gemma":0.01520518,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00265648,"about_ca_topic_score_gemma":0.005024505,"domain_scores_codex":[0.9839025,0.009090744,0.002191103,0.001464025,0.001944679,0.001406954],"domain_scores_gemma":[0.9804271,0.006193181,0.003079531,0.003612152,0.004911307,0.001776639],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.7147338,0.04107687,0.001319452,0.03018807,0.002514043,0.0006091216,0.001662279,0.004150667,0.005045004,0.01222986,0.07751361,0.1089571],"study_design_scores_gemma":[0.8069952,0.04568632,0.005052977,0.007820779,0.0009386341,0.0001491607,0.0003705536,0.0026378,0.001758254,0.01077903,0.1175694,0.0002419638],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.0008385511,0.0001234551,0.00132671,0.0001704646,0.0002780772,0.9957782,0.0006869051,0.00007789274,0.0007197103],"genre_scores_gemma":[0.0005919003,0.00003700922,0.0008840766,0.00007245723,0.00002197036,0.9981397,0.00004751122,0.000003323789,0.0002020495],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.1089097,"threshold_uncertainty_score":0.3643394,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4738709148620089,"score_gpt":0.6263512629995043,"score_spread":0.1524803481374953,"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."}}