{"id":"W4377007672","doi":"10.2196/46155","title":"Feasibility, Acceptability, and Potential Impact of a Novel mHealth App for Smokers Ambivalent About Quitting: Randomized Pilot Study","year":2023,"lang":"en","type":"article","venue":"JMIR mhealth and uhealth","topic":"Smoking Behavior and Cessation","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Cancer Institute","keywords":"mHealth; Randomized controlled trial; Psychology; Ambivalence; Mobile apps; Medicine; Psychological intervention; Applied psychology; Social psychology; Computer science; Psychiatry; World Wide Web","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":[0.00753336,0.001503538,0.001851055,0.0006938755,0.001260971,0.001443384,0.001203305,0.002559563,0.01001279],"category_scores_gemma":[0.0096857,0.001086596,0.002185444,0.0004789323,0.00143961,0.001931369,0.001338053,0.002480308,0.00129137],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008381447,"about_ca_system_score_gemma":0.002941898,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001769161,"about_ca_topic_score_gemma":0.002464285,"domain_scores_codex":[0.9946764,0.002881158,0.0004648198,0.0006339382,0.0007868431,0.0005568804],"domain_scores_gemma":[0.9957273,0.001931819,0.0005685601,0.0003562355,0.0007450901,0.0006710267],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"nonrandomized_trial","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.3753459,0.5029426,0.01005377,0.003905156,0.001244604,0.0003554925,0.001924931,0.0005298707,0.006366404,0.0003375524,0.002298663,0.09469508],"study_design_scores_gemma":[0.2646353,0.7097201,0.0175915,0.0003248667,0.00110634,0.00009606981,0.0007649277,0.001127583,0.001554946,0.000359634,0.002650158,0.00006854017],"study_design_candidate":"randomized_trial","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8576636,0.0003867723,0.002190176,0.0002993431,0.0002677816,0.136035,0.0008620535,0.000151724,0.002143624],"genre_scores_gemma":[0.8194876,0.0007577715,0.01132696,0.0009970375,0.0002589881,0.164798,0.0004486947,0.00003254285,0.001892489],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01001279,"threshold_uncertainty_score":0.0398407,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1459060778061223,"score_gpt":0.4656637241188179,"score_spread":0.3197576463126956,"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."}}