{"id":"W4385376818","doi":"10.2196/49132","title":"A Motivational Interviewing Chatbot With Generative Reflections for Increasing Readiness to Quit Smoking: Iterative Development Study","year":2023,"lang":"en","type":"article","venue":"JMIR Mental Health","topic":"Smoking Behavior and Cessation","field":"Medicine","cited_by":42,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre for Addiction and Mental Health; Public Health Ontario; University of Toronto","funders":"","keywords":"Chatbot; Conversation; Motivational interviewing; Psychology; Intrapersonal communication; Smoking cessation; Applied psychology; Social psychology; Psychological intervention; Computer science; Medicine; Artificial intelligence; Communication; Interpersonal communication","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006371994,0.0001563841,0.0002460729,0.0002909004,0.0005712851,0.0000388187,0.00004793671,0.00003295473,0.00002290938],"category_scores_gemma":[0.00002319227,0.0001293548,0.00003050414,0.0006803957,0.00001557096,0.0001098675,0.00004006155,0.0001153885,0.00000424968],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009819999,"about_ca_system_score_gemma":0.0003202407,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001525281,"about_ca_topic_score_gemma":0.0002502592,"domain_scores_codex":[0.998596,0.00009417457,0.0003294032,0.0003331497,0.0003650876,0.00028224],"domain_scores_gemma":[0.9994251,0.00005165207,0.0001030294,0.000122335,0.0001405813,0.0001572868],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001192015,0.001363965,0.7877315,0.0002545109,0.0001989168,0.00001380983,0.1786129,0.00003243281,0.002083419,0.0001931394,0.002104809,0.02621858],"study_design_scores_gemma":[0.002225605,0.002049598,0.9743921,0.0006036029,0.00002313427,0.00003925552,0.01691613,0.00005536166,0.001867097,0.00001120427,0.001653911,0.0001630532],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9923354,0.000005740545,0.001844925,0.002436436,0.0001926369,0.002944032,0.00002013459,0.0001329342,0.00008780839],"genre_scores_gemma":[0.9938608,0.000001577728,0.002303854,0.0009580572,0.0001444069,0.001656115,0.0004842516,0.00003029068,0.0005606275],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1866606,"threshold_uncertainty_score":0.5274934,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1288022655057608,"score_gpt":0.4464150115258491,"score_spread":0.3176127460200883,"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."}}