{"id":"W3205215515","doi":"10.2196/32794","title":"Using Personalized Anchors to Establish Routine Meditation Practice With a Mobile App: Randomized Controlled Trial","year":2021,"lang":"en","type":"article","venue":"JMIR mhealth and uhealth","topic":"Mindfulness and Compassion Interventions","field":"Psychology","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Meditation; mHealth; Randomized controlled trial; Mindfulness; Physical therapy; Medicine; Psychology; Clinical psychology; Psychological intervention; 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":[0.003433284,0.001688664,0.004035033,0.0008634289,0.001018144,0.001345104,0.001390515,0.003050707,0.008211891],"category_scores_gemma":[0.00691736,0.0009690999,0.002633982,0.0009315592,0.00182794,0.001580757,0.0009512052,0.002956629,0.0007843411],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009240197,"about_ca_system_score_gemma":0.002216455,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002164264,"about_ca_topic_score_gemma":0.00343568,"domain_scores_codex":[0.9973485,0.00120915,0.0003632543,0.0005394494,0.000277014,0.0002625476],"domain_scores_gemma":[0.9972579,0.001080996,0.0006482064,0.0002453335,0.0002471021,0.0005202959],"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":[0.9613472,0.01659797,0.0004328183,0.002449375,0.001630366,0.00003151286,0.0001097773,0.0001551407,0.0008764893,0.0001065763,0.0004727098,0.01579017],"study_design_scores_gemma":[0.9530418,0.04473317,0.0007600731,0.0001215174,0.0006651913,0.000007460472,0.00002562793,0.0001921666,0.0001334887,0.0000682618,0.0002399173,0.00001142987],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.920281,0.009714134,0.002868477,0.0008847296,0.00194254,0.06018465,0.001150373,0.000409625,0.002564341],"genre_scores_gemma":[0.8964634,0.00521401,0.009029547,0.001024394,0.0008921493,0.08453605,0.0004997205,0.00003181487,0.002308898],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008211891,"threshold_uncertainty_score":0.02747148,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06520580120005857,"score_gpt":0.4469380411188534,"score_spread":0.3817322399187948,"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."}}