{"id":"W2347104779","doi":"10.2196/mhealth.5149","title":"Using a Mobile App to Promote Smoking Cessation in Hospitalized Patients","year":2016,"lang":"en","type":"article","venue":"JMIR mhealth and uhealth","topic":"Smoking Behavior and Cessation","field":"Medicine","cited_by":45,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Agency for Healthcare Research and Quality","keywords":"Smoking cessation; Medicine; mHealth; Odds ratio; Confidence interval; Mobile apps; Psychological intervention; Internal medicine; Psychiatry","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":[0.0004392266,0.0001926749,0.0002792993,0.0002400212,0.0002904742,0.000427618,0.0001912297,0.0003424674,0.002112635],"category_scores_gemma":[0.003104094,0.0001201097,0.0004121057,0.0001641405,0.0001185757,0.000222898,0.0004207304,0.0003489755,0.0002778921],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001927094,"about_ca_system_score_gemma":0.0004484449,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001344895,"about_ca_topic_score_gemma":0.002370747,"domain_scores_codex":[0.9996787,0.0001147029,0.00004150467,0.00003064466,0.00007526219,0.00005920019],"domain_scores_gemma":[0.9989963,0.0003819573,0.0003005705,0.00002710672,0.00006802641,0.0002260608],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009981381,0.002659357,0.8546738,0.0004492688,0.0001459959,0.0006108695,0.001416332,0.0001397978,0.004307263,0.00003226226,0.001318642,0.1332484],"study_design_scores_gemma":[0.0001757343,0.008018431,0.9847032,0.0002389897,0.0002586388,0.001091488,0.001311986,0.001021498,0.001565717,0.00005670713,0.001532835,0.00002472258],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9984677,0.0003961966,0.0001341104,0.0001641307,0.000007861693,0.00005634572,0.00005765316,0.00002203506,0.0006938661],"genre_scores_gemma":[0.9985315,0.0004069183,0.0006023043,0.0001585978,0.00001498478,0.00004350764,0.00007338585,0.000001582573,0.0001672445],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002112635,"threshold_uncertainty_score":0.007067442,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05889548681137696,"score_gpt":0.3948211408614448,"score_spread":0.3359256540500678,"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."}}