{"id":"W3000762325","doi":"10.2196/14467","title":"Smartphone Monitoring of Participants’ Engagement With Home Practice During Mindfulness-Based Stress Reduction: Observational Study","year":2020,"lang":"en","type":"article","venue":"JMIR Mental Health","topic":"Mindfulness and Compassion Interventions","field":"Psychology","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"TrygFonden","keywords":"Observational study; Mindfulness; Psychology; Mindfulness-based stress reduction; Stress reduction; Medicine; Clinical psychology; Internal medicine","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003436461,0.0001665392,0.0002846134,0.00007214533,0.0003473987,0.00002352731,0.0001631411,0.00003441134,0.002488295],"category_scores_gemma":[0.00001224989,0.0001499635,0.00006627361,0.0003483668,0.00004415937,0.0001592307,0.00005647364,0.0002514014,0.00003843579],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001274051,"about_ca_system_score_gemma":0.0001221051,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002147477,"about_ca_topic_score_gemma":0.00001182433,"domain_scores_codex":[0.9977514,0.0004635822,0.0005924162,0.0003872173,0.0004598497,0.0003455674],"domain_scores_gemma":[0.9989025,0.00006381026,0.0004233194,0.0002742909,0.00009253964,0.0002435536],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01621692,0.03919144,0.8075473,0.002120042,0.001532117,0.0001797048,0.08538203,0.001249824,0.0005692188,0.007669827,0.0138738,0.02446781],"study_design_scores_gemma":[0.005958208,0.003622179,0.8234587,0.0004303119,0.0000547758,0.00001315296,0.1488397,0.00006653349,0.016218,0.00002267317,0.001017135,0.0002986492],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.991592,0.00006401284,0.0008040466,0.005559284,0.0007132876,0.001004323,0.00007875767,0.00005272456,0.0001315676],"genre_scores_gemma":[0.9956321,2.209201e-7,0.0002576094,0.0001168589,0.0002399941,0.003430971,0.00002794888,0.00002311103,0.0002711855],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06345764,"threshold_uncertainty_score":0.9984236,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.177754916943515,"score_gpt":0.4365666597937012,"score_spread":0.2588117428501862,"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."}}