{"id":"W4399759691","doi":"10.2196/57318","title":"Conversational Chatbot for Cigarette Smoking Cessation: Results From the 11-Step User-Centered Design Development Process and Randomized Controlled Trial","year":2024,"lang":"en","type":"article","venue":"JMIR mhealth and uhealth","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Preprint; Process (computing); Chatbot; Computer science; Smoking cessation; World Wide Web; Psychology; Human–computer interaction; Medicine; Operating system","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":[0.150273,0.002439952,0.004565414,0.001447128,0.001929495,0.002996513,0.002248219,0.004665167,0.009548659],"category_scores_gemma":[0.2072671,0.001558149,0.004644215,0.001324549,0.003041093,0.003458812,0.003094335,0.003194144,0.001261596],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002880311,"about_ca_system_score_gemma":0.01101508,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001636034,"about_ca_topic_score_gemma":0.001878786,"domain_scores_codex":[0.788975,0.180572,0.01312907,0.005376386,0.009118309,0.002829263],"domain_scores_gemma":[0.7883581,0.1752975,0.01024698,0.009212067,0.01377489,0.003110477],"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":[0.4789285,0.05760005,0.005292472,0.02740528,0.008797367,0.0002557333,0.00742765,0.002888697,0.001984843,0.00261656,0.007054467,0.3997484],"study_design_scores_gemma":[0.6928159,0.2437977,0.01669787,0.008737185,0.01187055,0.0002400328,0.002018562,0.004713594,0.004215858,0.002340387,0.01219067,0.0003616953],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5605671,0.00866968,0.05527926,0.003060342,0.001943437,0.3569272,0.003802542,0.001733949,0.008016442],"genre_scores_gemma":[0.4468417,0.003694043,0.1496497,0.002090032,0.0004372378,0.3930003,0.0009968603,0.0003051694,0.002984919],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.150273,"threshold_uncertainty_score":0.794729,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1007965589547848,"score_gpt":0.4210409477982257,"score_spread":0.3202443888434409,"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."}}