{"id":"W3190104216","doi":"10.2196/25772","title":"The Use of Task Shifting to Improve Treatment Engagement in an Internet-Based Mindfulness Intervention Among Chinese University Students: Randomized Controlled Trial","year":2021,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Mindfulness and Compassion Interventions","field":"Psychology","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mindfulness; Mental health; Psychological intervention; Anxiety; Randomized controlled trial; Peer support; Psychology; Intervention (counseling); Mood; Clinical psychology; Medicine; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001584162,0.001124274,0.003667932,0.0008226877,0.0007737033,0.0007059836,0.001065681,0.001812276,0.005370772],"category_scores_gemma":[0.002174442,0.0005697004,0.002661325,0.0007624101,0.001062824,0.0007831664,0.0006034692,0.00178047,0.0002415891],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001056642,"about_ca_system_score_gemma":0.001917135,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003624329,"about_ca_topic_score_gemma":0.006896019,"domain_scores_codex":[0.9991146,0.0003360384,0.0001423192,0.0001986002,0.00008850177,0.0001199749],"domain_scores_gemma":[0.9992804,0.0002105762,0.0001770526,0.0000538879,0.00006761042,0.0002105381],"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":[0.8738142,0.02759964,0.001480893,0.01103962,0.007391921,0.00007911329,0.0002045973,0.0003743448,0.0023903,0.0001639561,0.000953794,0.07450769],"study_design_scores_gemma":[0.9495885,0.04184276,0.003816638,0.0003292102,0.003000348,0.00001304721,0.00005325357,0.0004650173,0.0003686112,0.0001093258,0.0003912346,0.00002202815],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9461496,0.02184753,0.001542703,0.0009393502,0.001011579,0.02567601,0.0008295767,0.0002525254,0.001751047],"genre_scores_gemma":[0.9601264,0.007169303,0.002994723,0.001163046,0.0004756999,0.02645565,0.000373226,0.00001467727,0.001227271],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005370772,"threshold_uncertainty_score":0.01796699,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07468953297808335,"score_gpt":0.4355264589471701,"score_spread":0.3608369259690867,"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."}}