{"id":"W2963609261","doi":"10.2196/12200","title":"Design and Development of Smoking Cessation Apps Based on Smokers’ and Providers’ Perspectives in China: Survey Study","year":2019,"lang":"en","type":"article","venue":"JMIR mhealth and uhealth","topic":"Smoking Behavior and Cessation","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Cancer Institute","keywords":"Smoking cessation; Family medicine; Medicine; Health care; mHealth; China; Nicotine; Nursing; Psychological intervention; 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":[0.005156367,0.0003989922,0.0004059538,0.001533489,0.00190395,0.0009399801,0.000470372,0.0008915217,0.001486243],"category_scores_gemma":[0.005952254,0.0007861977,0.0007147684,0.001646252,0.0006964915,0.00125912,0.001102855,0.0008482129,0.0002664984],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002652589,"about_ca_system_score_gemma":0.00544867,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03897978,"about_ca_topic_score_gemma":0.05082476,"domain_scores_codex":[0.9977403,0.0007031372,0.0002631015,0.0002399,0.0005893055,0.0004642917],"domain_scores_gemma":[0.9958649,0.001032515,0.0009346704,0.0001580075,0.001111986,0.0008978823],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006225899,0.0006960395,0.9085574,0.0002568469,0.00004264508,0.0005189905,0.07046842,0.00005927292,0.001172412,0.0001042628,0.0006602646,0.01740124],"study_design_scores_gemma":[0.00003782048,0.0007354426,0.9124378,0.0001622741,0.00007463509,0.0003919874,0.08255425,0.0006438479,0.0004380323,0.00005316702,0.002419329,0.00005138275],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992709,0.00007865657,0.00009004914,0.0001220059,0.000002340817,0.0001092421,0.00005562675,0.000002363482,0.0002688774],"genre_scores_gemma":[0.9979532,0.0003475957,0.0005507203,0.0003603915,0.000007021291,0.0002203099,0.0001197678,0.000002983275,0.000437991],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03897978,"threshold_uncertainty_score":0.07750577,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1029368759063732,"score_gpt":0.3832961038174166,"score_spread":0.2803592279110434,"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."}}