{"id":"W4206024210","doi":"10.2196/31309","title":"Smartphone Apps for Vaping Cessation: Quality Assessment and Content Analysis","year":2022,"lang":"en","type":"article","venue":"JMIR mhealth and uhealth","topic":"Smoking Behavior and Cessation","field":"Medicine","cited_by":29,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Institutes of Health Research; Centre for Addiction and Mental Health; Ontario Tobacco Research Unit; University of Toronto","funders":"Health Canada","keywords":"Smoking cessation; Medicine; mHealth; Psychological intervention; Inter-rater reliability; Intraclass correlation; Electronic cigarette; Family medicine; Rating scale; Psychology; Nursing; Clinical psychology; Psychometrics","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.1190144,0.001095292,0.003532466,0.02456762,0.001037175,0.002912724,0.001432674,0.0007743244,0.001695264],"category_scores_gemma":[0.2718777,0.0008244583,0.008312755,0.0194186,0.001144348,0.002435027,0.003785467,0.0009595604,0.0003272048],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003690908,"about_ca_system_score_gemma":0.008753671,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003557548,"about_ca_topic_score_gemma":0.004886059,"domain_scores_codex":[0.8902054,0.0410446,0.0317948,0.003314978,0.03251021,0.001129899],"domain_scores_gemma":[0.6683108,0.1813877,0.06348182,0.009318294,0.07612739,0.001373913],"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":[0.001994285,0.000735768,0.2829171,0.1078899,0.009844519,0.0002714158,0.01221723,0.001299857,0.00148529,0.001233541,0.008014517,0.5720965],"study_design_scores_gemma":[0.001563243,0.004344565,0.8136893,0.08780765,0.02493259,0.001107572,0.007985174,0.01121557,0.004483503,0.003004449,0.03926666,0.0005997082],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6588219,0.1170831,0.064785,0.004943367,0.0005611099,0.1054995,0.03736134,0.001070372,0.009874403],"genre_scores_gemma":[0.7470711,0.02879464,0.1290321,0.000765135,0.0002813142,0.08331817,0.009582793,0.0002049515,0.0009497789],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1190144,"threshold_uncertainty_score":0.6294156,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2568247549652735,"score_gpt":0.4794503304357517,"score_spread":0.2226255754704782,"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."}}