{"id":"W4408785648","doi":"10.2196/56296","title":"Application of Behavior Change Techniques and Rated Quality of Smoking Cessation Apps in China: Content Analysis","year":2025,"lang":"en","type":"article","venue":"JMIR mhealth and uhealth","topic":"Smoking Behavior and Cessation","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Smoking cessation; Medicine; Behavior change methods; Behaviour change; Rating scale; Behavior change; Psychology; Applied psychology; Psychological intervention; Social psychology; Psychiatry; Developmental psychology","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":[0.007578443,0.0004619946,0.000904882,0.01325551,0.0009339271,0.001336041,0.000545846,0.0004034659,0.001049769],"category_scores_gemma":[0.02564826,0.0003286792,0.001635586,0.01234023,0.0007399113,0.001431892,0.001296101,0.0004373157,0.0001072665],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004105484,"about_ca_system_score_gemma":0.006220382,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02606606,"about_ca_topic_score_gemma":0.02570231,"domain_scores_codex":[0.9948893,0.001002129,0.001435651,0.0005373136,0.001785327,0.0003503095],"domain_scores_gemma":[0.9774876,0.01117609,0.004088067,0.0005466911,0.00621461,0.0004868311],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000182397,0.0001861943,0.8569853,0.003638417,0.0004160339,0.0002429376,0.0167298,0.0003682142,0.001045608,0.0002764285,0.001394787,0.1185338],"study_design_scores_gemma":[0.00002163272,0.00009249447,0.9915085,0.0004480271,0.000287888,0.00006526127,0.004063906,0.001597265,0.0003003095,0.00008589705,0.00149649,0.00003247787],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9926599,0.001287298,0.0009276328,0.0002373354,0.00001507657,0.00126564,0.002120275,0.00004669148,0.001440267],"genre_scores_gemma":[0.9902121,0.001482209,0.003325254,0.0001043526,0.00002539917,0.002090115,0.002292273,0.00001691438,0.0004513795],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02606606,"threshold_uncertainty_score":0.05182868,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1373724118879675,"score_gpt":0.4521082066292094,"score_spread":0.3147357947412419,"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."}}