{"id":"W3154403153","doi":"10.2196/25078","title":"Changes in Perceived Stress Following a 10-Week Digital Mindfulness-Based Stress Reduction Program: Retrospective Study","year":2021,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Mindfulness and Compassion Interventions","field":"Psychology","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mindfulness-based stress reduction; Mindfulness; Psychological intervention; Perceived Stress Scale; Anxiety; Stress reduction; Mental health; Medicine; Meditation; Clinical psychology; Stress (linguistics); Physical therapy; Psychology; Psychiatry","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":[0.0007492498,0.0002585622,0.0004223908,0.0007434029,0.000443459,0.0004165586,0.0003964782,0.0001570618,0.008861758],"category_scores_gemma":[0.0001238265,0.000238074,0.0002374233,0.001742876,0.0001722077,0.0004778647,0.0002418842,0.0009101882,0.000304157],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003751037,"about_ca_system_score_gemma":0.0001519779,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001444457,"about_ca_topic_score_gemma":0.0009454744,"domain_scores_codex":[0.9958715,0.001074774,0.0004953553,0.0006814647,0.001031572,0.0008453043],"domain_scores_gemma":[0.9982483,0.0001612564,0.0001307079,0.0006060813,0.0006811171,0.0001724985],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.002856588,0.1234164,0.1588139,0.0006398403,0.001623943,0.002754029,0.1537844,0.00006280393,0.0002024594,0.01062794,0.03257472,0.5126429],"study_design_scores_gemma":[0.005029541,0.005035152,0.6471446,0.0008764659,0.00002545208,0.00002067742,0.3305106,0.0004238547,0.007160951,0.002055033,0.001165571,0.000552156],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9874575,0.00003812123,0.0003610334,0.0005235195,0.0005720821,0.001623926,0.0002287989,0.00009231585,0.009102765],"genre_scores_gemma":[0.9729107,1.462027e-7,0.00001145261,0.000004429574,0.000114892,0.02094782,0.0001553327,0.00003492144,0.005820299],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5120907,"threshold_uncertainty_score":0.9920443,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0789258688075666,"score_gpt":0.440620285694621,"score_spread":0.3616944168870544,"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."}}