{"id":"W2909558125","doi":"10.2196/12609","title":"Initial Assessment of a Comprehensive Digital Smoking Cessation Program That Incorporates a Mobile App, Breath Sensor, and Coaching: Cohort Study","year":2019,"lang":"en","type":"article","venue":"JMIR mhealth and uhealth","topic":"Smoking Behavior and Cessation","field":"Medicine","cited_by":50,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute of Diabetes and Digestive and Kidney Diseases; National Institutes of Health","keywords":"Smoking cessation; Coaching; Cohort; Medicine; mHealth; Psychology; Psychiatry; Psychological intervention","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":[0.000389414,0.0001940695,0.000521592,0.0001648237,0.0001400634,0.00006639438,0.00003932591,0.000109193,0.00001308343],"category_scores_gemma":[0.000006550302,0.000165728,0.00003386268,0.0001804006,0.00007709064,0.0002000856,0.00004506045,0.0003097546,4.475065e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001177315,"about_ca_system_score_gemma":0.0002957746,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003228323,"about_ca_topic_score_gemma":0.000008260098,"domain_scores_codex":[0.9982961,0.0001071436,0.0004220094,0.0003994704,0.000487011,0.0002881948],"domain_scores_gemma":[0.9988878,0.0001022896,0.0003744476,0.0002273737,0.0001525723,0.0002555397],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001501875,0.0009076725,0.9738245,0.0009559079,0.00003443824,0.000007323036,0.001299446,0.000003043365,0.00002104658,0.00004319004,0.00001384629,0.02273937],"study_design_scores_gemma":[0.002891234,0.003438122,0.9868569,0.0001293651,0.0001735391,0.00005779858,0.005791608,0.000401564,0.00001638286,0.00002375189,0.00009354961,0.0001261932],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9946647,0.00008463053,0.00002838857,0.00008141329,0.0001344097,0.004433225,0.00003167902,0.0001015701,0.0004399926],"genre_scores_gemma":[0.9990173,0.00008455892,0.0001322029,0.0001318938,0.00006638753,0.0003000745,0.000218752,0.00002397246,0.00002488653],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02261318,"threshold_uncertainty_score":0.675819,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06232829429323756,"score_gpt":0.4174852110245907,"score_spread":0.3551569167313532,"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."}}