{"id":"W4415250589","doi":"10.1145/3757619","title":"Large Language Model Agents for Improving Engagement with Behavior Change Interventions: Application to Digital Mindfulness","year":2025,"lang":"en","type":"article","venue":"Proceedings of the ACM on Human-Computer Interaction","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; University of Toronto","funders":"National Institute of Mental Health; Office of Naval Research; Natural Sciences and Engineering Research Council of Canada; National Science Foundation","keywords":"Mindfulness; Behavior change; Coaching; Bridge (graph theory); Health coaching; Social support","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"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":[0.0002563351,0.0001948232,0.0001950688,0.0003121367,0.000220188,0.0001587373,0.0008531729,0.00006370264,0.00002406378],"category_scores_gemma":[0.00006181558,0.0001597924,0.0002376982,0.0002367953,0.00002549778,0.0005581488,0.0005647201,0.0001962623,0.00002941965],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002374785,"about_ca_system_score_gemma":0.000007882009,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003059157,"about_ca_topic_score_gemma":0.00001887291,"domain_scores_codex":[0.9985772,0.000009960761,0.0005018737,0.0004453967,0.0001838779,0.0002816317],"domain_scores_gemma":[0.9988782,0.00004837973,0.0003758591,0.0004393464,0.0002028312,0.00005535725],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00133229,0.00885901,0.002714351,0.002977235,0.0003941012,0.000001372275,0.009765749,0.00006766884,0.002038957,0.1102435,0.01842822,0.8431775],"study_design_scores_gemma":[0.03077347,0.02865694,0.2423676,0.04110277,0.003304936,0.0001458454,0.04656308,0.06885562,0.4364745,0.06740303,0.02858236,0.005769874],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9353693,0.00001277628,0.0557495,0.001042672,0.001239305,0.004247617,0.000146298,0.0001081805,0.002084415],"genre_scores_gemma":[0.9873109,3.225176e-8,0.001427485,0.0005134426,0.0001284077,0.00785979,0.00003609027,0.00003036836,0.002693505],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8374076,"threshold_uncertainty_score":0.6516144,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1158381262978841,"score_gpt":0.4475353534415779,"score_spread":0.3316972271436938,"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."}}