{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006898189,0.000234708,0.000311714,0.0004798888,0.0004774629,0.0003017866,0.0002246127,0.0003291,0.0007877662],"category_scores_gemma":[0.001315523,0.0002263914,0.0004018578,0.0003416833,0.0002869761,0.0002700254,0.0003659424,0.0003767821,0.0002387636],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002759503,"about_ca_system_score_gemma":0.0003587595,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001841101,"about_ca_topic_score_gemma":0.002441813,"domain_scores_codex":[0.9996568,0.00009784039,0.00003904935,0.00008312647,0.00007578343,0.00004732994],"domain_scores_gemma":[0.9990104,0.000168267,0.0003499221,0.0001005531,0.0001803725,0.0001904083],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008216974,0.002918626,0.9723496,0.0001109059,0.000110235,0.0003367541,0.001562966,0.00005983306,0.001970276,0.00001959688,0.0002114486,0.01952798],"study_design_scores_gemma":[0.00005510556,0.005714003,0.9909812,0.00002577728,0.00007691668,0.0006647268,0.001166434,0.0001682789,0.0005195608,0.00001449488,0.0005994586,0.00001401641],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9994517,0.00008947899,0.0001644417,0.000007196167,0.00000312591,0.00006153403,0.00006900093,0.000002984784,0.0001505691],"genre_scores_gemma":[0.998926,0.000165771,0.0003163787,0.0000300097,0.00001324845,0.0001125588,0.0002120465,0.000002031725,0.000221913],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001841101,"threshold_uncertainty_score":0.003660798,"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."}}