{"id":"W4389051128","doi":"10.2196/48958","title":"Developing Mood-Based Computer-Tailored Health Communication for Smoking Cessation: Feasibility Randomized Controlled Trial","year":2023,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Smoking Behavior and Cessation","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Cancer Institute; National Institute on Drug Abuse; National Institutes of Health","keywords":"Mood; Smoking cessation; Psychological intervention; Clinical psychology; Association (psychology); Psychology; Randomized controlled trial; Medicine; Psychiatry; Psychotherapist","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":[0.004667794,0.001762676,0.003975682,0.000975475,0.001318253,0.001576532,0.001681966,0.003682756,0.01257772],"category_scores_gemma":[0.005994584,0.001347843,0.002075818,0.0008493873,0.00177137,0.001960254,0.001376405,0.003361022,0.001493166],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001529919,"about_ca_system_score_gemma":0.00352051,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003266681,"about_ca_topic_score_gemma":0.004595493,"domain_scores_codex":[0.9975472,0.001201304,0.000230788,0.0004204088,0.0002263127,0.0003739016],"domain_scores_gemma":[0.9978206,0.0007208571,0.0004570523,0.0001728412,0.0001996529,0.0006290795],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.8962026,0.06886608,0.0007831277,0.002451612,0.001240473,0.00006169933,0.0001821096,0.0002570619,0.001187048,0.000178113,0.001198944,0.02739112],"study_design_scores_gemma":[0.9532475,0.04473006,0.001092163,0.00008103966,0.000238306,0.000006408481,0.0000260569,0.0001698516,0.00007068762,0.00009781319,0.0002308819,0.000009181381],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8578765,0.004324131,0.002649009,0.001858065,0.001797783,0.1256892,0.00185292,0.0004623471,0.003490129],"genre_scores_gemma":[0.7769166,0.00268729,0.01116141,0.002444485,0.001151879,0.2014113,0.0007834286,0.00003532558,0.003408353],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01257772,"threshold_uncertainty_score":0.04207665,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2011803677127267,"score_gpt":0.4924458933823387,"score_spread":0.2912655256696121,"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."}}