{"id":"W4324309725","doi":"10.2196/41182","title":"The Impact of Digital Health on Smoking Cessation","year":2023,"lang":"en","type":"article","venue":"Interactive Journal of Medical Research","topic":"Smoking Behavior and Cessation","field":"Medicine","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"mHealth; Smoking cessation; Mobile phone; Internet privacy; Health care; Medicine; Health promotion; Promotion (chess); Quality (philosophy); Phone; Population; Nursing; Psychological intervention; Environmental health; Computer science; Public health; Telecommunications","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":[0.002260304,0.000262562,0.0004304716,0.003646517,0.0004932518,0.003126559,0.0004590761,0.001166416,0.00896059],"category_scores_gemma":[0.01137226,0.0001547703,0.001029087,0.00265484,0.0009105795,0.002829864,0.001654516,0.001108877,0.0006469998],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001149382,"about_ca_system_score_gemma":0.001894144,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002352768,"about_ca_topic_score_gemma":0.00405563,"domain_scores_codex":[0.9984891,0.0006320564,0.0001834808,0.0001195678,0.0004630885,0.0001126881],"domain_scores_gemma":[0.9835311,0.0137839,0.001102193,0.0001361038,0.001144835,0.000301996],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00009823966,0.0001004628,0.008229257,0.03982918,0.000258239,0.0003673264,0.001541352,0.0001354705,0.0003549848,0.01307826,0.01021833,0.9257889],"study_design_scores_gemma":[0.000049701,0.0004600809,0.1000718,0.2257528,0.002458919,0.003006894,0.006189961,0.0005969563,0.0009660475,0.0138838,0.6464658,0.00009706664],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.01264113,0.9381257,0.0004335656,0.01319398,0.0008855178,0.00006154836,0.0004151883,0.00002483479,0.03421856],"genre_scores_gemma":[0.1043219,0.8882943,0.0008268327,0.003907557,0.001211671,0.00007266908,0.000145985,0.00001059909,0.001208536],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.00896059,"threshold_uncertainty_score":0.02997613,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1587624035349196,"score_gpt":0.5535199227436638,"score_spread":0.3947575192087441,"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."}}