{"id":"W4367312307","doi":"10.2196/43565","title":"Situating Meditation Apps Within the Ecosystem of Meditation Practice: Population-Based Survey Study","year":2023,"lang":"en","type":"article","venue":"JMIR Mental Health","topic":"Mindfulness and Compassion Interventions","field":"Psychology","cited_by":29,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Wisconsin Alumni Research Foundation; Hope for Depression Research Foundation; University of Wisconsin-Madison; National Center for Complementary and Integrative Health; Wisconsin Center for Education Research, School of Education, University of Wisconsin-Madison; Division of Graduate Education","keywords":"Meditation; Population; Anxiety; Psychology; Clinical psychology; Mindfulness; Medicine; Psychiatry; Environmental health","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":[0.001368751,0.0002081195,0.0002998229,0.000880155,0.0007576607,0.0008478787,0.0005776481,0.0007407774,0.001428474],"category_scores_gemma":[0.002519703,0.0005700845,0.0006063334,0.001698962,0.0004082373,0.001093589,0.0008937666,0.001044291,0.000520063],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006584015,"about_ca_system_score_gemma":0.000890889,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01532129,"about_ca_topic_score_gemma":0.02382486,"domain_scores_codex":[0.9990096,0.0003033625,0.0001346285,0.0002210052,0.0001967051,0.0001347168],"domain_scores_gemma":[0.9984694,0.0002359997,0.0005992924,0.0001343213,0.0002697343,0.0002912449],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003209274,0.0001474197,0.995927,0.00006429948,0.00007382996,0.00007930837,0.001286312,0.00001571568,0.0002571302,0.0000224924,0.0003204991,0.00177381],"study_design_scores_gemma":[0.000009578442,0.000180355,0.9966833,0.00003688994,0.00004538185,0.0002190261,0.002297157,0.00009519927,0.00004446124,0.00001633329,0.0003645708,0.000007727546],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9980119,0.0001383327,0.0002223363,0.00007083823,0.000004493184,0.0001091545,0.0009438444,0.000004779929,0.0004942699],"genre_scores_gemma":[0.9983516,0.0002038284,0.0004034926,0.0001945149,0.000008341955,0.0001729556,0.0005183851,0.000002675901,0.0001442331],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01532129,"threshold_uncertainty_score":0.03046423,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06964776568009197,"score_gpt":0.4542895599406079,"score_spread":0.384641794260516,"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."}}