{"id":"W4391109650","doi":"10.2196/49467","title":"Design and Implementation of a Brief Digital Mindfulness and Compassion Training App for Health Care Professionals: Cluster Randomized Controlled Trial","year":2024,"lang":"en","type":"article","venue":"JMIR Mental Health","topic":"Mindfulness and Compassion Interventions","field":"Psychology","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of California, San Diego","keywords":"Mindfulness; Self-compassion; Psychology; Digital health; Clinical psychology; Health care; Randomized controlled trial; Burnout; 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":[],"consensus_categories":[],"category_scores_codex":[0.001485575,0.0001980668,0.001122228,0.0001850759,0.0003071104,0.00008532272,0.00006618142,0.00007163002,0.0005260131],"category_scores_gemma":[0.00001259101,0.0001425837,0.0002430359,0.00009609932,0.00009131028,0.0001349246,0.00004407289,0.0001273426,0.000002082691],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001007925,"about_ca_system_score_gemma":0.0003161125,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007622405,"about_ca_topic_score_gemma":0.00003042235,"domain_scores_codex":[0.9971645,0.000787529,0.001119043,0.0003881287,0.0002125257,0.0003282716],"domain_scores_gemma":[0.9984223,0.0008255081,0.0004136488,0.0001158532,0.00004433531,0.0001783756],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.60729,0.0003031631,0.000003229459,0.0008532449,0.0002013832,9.210356e-7,0.02892705,4.392919e-7,0.000001195404,0.01575001,0.03275193,0.3139174],"study_design_scores_gemma":[0.9376754,0.001843615,0.00005817244,0.0009099077,0.00003745963,0.00001886998,0.05486886,0.001055676,0.00006133447,0.001053079,0.002251209,0.0001664109],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5349478,0.006692316,0.3840837,0.01864807,0.00413838,0.05015098,0.0009312666,0.0001538966,0.0002535104],"genre_scores_gemma":[0.9702747,0.000001635399,0.0003169931,0.000375989,0.0001109934,0.02817653,0.0001799685,0.00002576066,0.0005374651],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4353268,"threshold_uncertainty_score":0.5814394,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03951839567251097,"score_gpt":0.4385584446083174,"score_spread":0.3990400489358064,"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."}}