{"id":"W4415565897","doi":"10.1007/s12671-025-02685-7","title":"An Exploratory Study of Chatbot-Based Mindfulness for Mental Health Support","year":2025,"lang":"en","type":"article","venue":"Mindfulness","topic":"Sleep and related disorders","field":"Psychology","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"The Scarborough Hospital; University of Toronto; Amgen (Canada)","funders":"Mitacs","keywords":"Mindfulness; Mental health; Exploratory research; Affordance; Constructive; Control (management); Process (computing)","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":[0.0005980116,0.0002525872,0.0004645482,0.0003803303,0.0002554053,0.00001795312,0.0003960693,0.000200273,0.0008835341],"category_scores_gemma":[0.00001418361,0.0002409137,0.0001154231,0.0004841797,0.0001089022,0.0000918881,0.0000314477,0.0001705278,0.00003307548],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006237871,"about_ca_system_score_gemma":0.0002664874,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001550292,"about_ca_topic_score_gemma":0.0003839279,"domain_scores_codex":[0.9978974,0.0002797825,0.0005744923,0.000557195,0.0002125396,0.0004786314],"domain_scores_gemma":[0.9987675,0.0001017178,0.0002144111,0.000683262,0.0001014169,0.0001316739],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.003339217,0.0282528,0.004161736,0.0003235583,0.001686216,0.00002840807,0.03943484,0.0001740718,0.00003014182,0.006239858,0.0685378,0.8477914],"study_design_scores_gemma":[0.07199701,0.01398934,0.00307747,0.0002972576,0.0008279547,0.00001030566,0.606393,0.0008339388,0.2609201,0.002878457,0.03689999,0.001875162],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.972689,0.0001813273,0.01952978,0.0007287489,0.002986053,0.002052434,0.0001143703,0.00008677504,0.001631455],"genre_scores_gemma":[0.9962163,3.340313e-8,0.00003247077,0.0006942208,0.00004511823,0.002005677,0.0001403447,0.00003810362,0.0008277126],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8459162,"threshold_uncertainty_score":0.9824175,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02149629449784416,"score_gpt":0.3405180401176857,"score_spread":0.3190217456198415,"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."}}