{"id":"W2944334119","doi":"10.2196/12617","title":"Association Between Improvement in Baseline Mood and Long-Term Use of a Mindfulness and Meditation App: Observational Study","year":2019,"lang":"en","type":"article","venue":"JMIR Mental Health","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mindfulness; Mood; Psychological intervention; Meditation; Emotional well-being; Mediation; Psychology; Association (psychology); Intervention (counseling); Clinical psychology; mHealth; Psychotherapist; 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":[],"consensus_categories":[],"category_scores_codex":[0.0008844653,0.0001242606,0.0002749056,0.0001503434,0.00005157153,0.00002394654,0.000055153,0.00006601835,0.0000978556],"category_scores_gemma":[0.00002125031,0.0001307165,0.00002719072,0.0001686116,0.00002099112,0.0003228375,0.00006313133,0.0001265737,0.00001849388],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004476142,"about_ca_system_score_gemma":0.00004583062,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007000501,"about_ca_topic_score_gemma":0.001149835,"domain_scores_codex":[0.9981677,0.0002187116,0.0007265714,0.0003095006,0.0003156895,0.0002618473],"domain_scores_gemma":[0.9990406,0.000241978,0.0004112461,0.0001417538,0.00004401471,0.0001203922],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001172918,0.001431216,0.9301331,0.0002736638,0.00005523302,6.49624e-7,0.001802477,2.23981e-7,0.000009231718,0.0002930721,0.0002992427,0.06558457],"study_design_scores_gemma":[0.002685355,0.002271942,0.9930921,0.0001791938,0.000009489409,0.000001352213,0.00136521,0.00002556751,0.00008753361,0.0001579422,0.00003420579,0.00009011362],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9946197,0.00004577153,0.00003561407,0.001601967,0.0004660319,0.002803063,0.0003536535,0.00001711169,0.0000570622],"genre_scores_gemma":[0.997885,9.359722e-7,0.00006095135,0.000200371,0.00004208711,0.0003193548,0.0003728081,0.00001469783,0.001103743],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06549446,"threshold_uncertainty_score":0.5330463,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08083529858552824,"score_gpt":0.4250792671549835,"score_spread":0.3442439685694552,"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."}}