{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003962235,0.0002674317,0.0008357303,0.0001293152,0.0005186392,0.0002045602,0.0001493028,0.000154233,0.00007202402],"category_scores_gemma":[0.0002938565,0.0001833845,0.0001453659,0.0001582184,0.0001581877,0.0001938079,0.00003333678,0.000246767,0.000009112672],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001682181,"about_ca_system_score_gemma":0.0006807234,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001820657,"about_ca_topic_score_gemma":0.0001007625,"domain_scores_codex":[0.9961533,0.0007078074,0.001605392,0.0006484734,0.000340839,0.000544198],"domain_scores_gemma":[0.9943615,0.00449662,0.0005014298,0.0002086972,0.0001086033,0.0003231649],"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":[0.9470867,0.0002956632,0.0001051024,0.0007992279,0.0003513293,0.000004516815,0.008530476,0.000001413221,1.8758e-7,0.01218427,0.008556073,0.02208505],"study_design_scores_gemma":[0.9801195,0.0006081906,0.002212655,0.0006055395,0.000237468,0.00001088702,0.0009602809,0.001428281,0.000007490004,0.002964895,0.01061719,0.0002276152],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8767689,0.007792036,0.01927551,0.05332942,0.008858616,0.03166377,0.001018731,0.0003312467,0.0009617176],"genre_scores_gemma":[0.9894095,0.00006536192,0.0006007518,0.002174874,0.0005680472,0.00601312,0.000353472,0.00003559327,0.0007792501],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1126406,"threshold_uncertainty_score":0.7478204,"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."}}