{"id":"W3047170673","doi":"10.2196/21784","title":"Development of a Mobile Health Intervention with Personal Experiments for Smokers Who Are Ambivalent About Quitting: Formative Design and Testing","year":2020,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Smoking Behavior and Cessation","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Cancer Institute; Kaiser Permanente Washington Health Research Institute; University of Michigan; Kaiser Permanente","keywords":"mHealth; Smoking cessation; Abstinence; Psychological intervention; Psychology; Fidelity; Ambivalence; Formative assessment; Intervention (counseling); Applied psychology; Clinical psychology; Medicine; Social psychology; Psychiatry; Computer science","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":[0.01528508,0.001289622,0.000740331,0.0008670627,0.0008124232,0.0007848735,0.002222066,0.001599632,0.00542752],"category_scores_gemma":[0.01899547,0.0009543024,0.001279297,0.0003503541,0.001218524,0.0009117255,0.001247526,0.0009189831,0.00054348],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001009248,"about_ca_system_score_gemma":0.00233283,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001229845,"about_ca_topic_score_gemma":0.001815289,"domain_scores_codex":[0.9950508,0.003010744,0.0004407403,0.0005217117,0.0005054113,0.0004704827],"domain_scores_gemma":[0.9893643,0.007431442,0.0004930901,0.0009711538,0.001287238,0.0004527983],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"nonrandomized_trial","study_design_scores_codex":[0.02525071,0.2753839,0.01964283,0.006793091,0.000694427,0.000550346,0.01842233,0.006754376,0.04947944,0.002672935,0.002810248,0.5915453],"study_design_scores_gemma":[0.0490217,0.7725104,0.05463448,0.001138899,0.001656211,0.0003311793,0.005779308,0.01207014,0.07733671,0.002415156,0.02276856,0.0003372713],"study_design_candidate":"nonrandomized_trial","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8477328,0.000115203,0.02282898,0.0001604993,0.0001440134,0.125607,0.0004387893,0.0004573478,0.002515327],"genre_scores_gemma":[0.5208668,0.0003706691,0.2431592,0.0003964455,0.00009964173,0.2311275,0.0005005642,0.00008017311,0.003398971],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01528508,"threshold_uncertainty_score":0.08083618,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2490364504752299,"score_gpt":0.4714622264976095,"score_spread":0.2224257760223796,"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."}}