{"id":"W4206383285","doi":"10.2196/30606","title":"Digital Prompts to Increase Engagement With the Headspace App and for Stress Regulation Among Parents: Feasibility Study","year":2021,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Mindfulness and Compassion Interventions","field":"Psychology","cited_by":40,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Cancer Institute; National Institute on Drug Abuse","keywords":"Mindfulness; mHealth; Mental health; Context (archaeology); Experience sampling method; Digital health; Intervention (counseling); Psychology; Medicine; Clinical psychology; Applied psychology; Psychological intervention; Social psychology; Nursing; Psychiatry; Health care","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":[0.01006816,0.0008738026,0.0006925988,0.0007215443,0.0009272621,0.0008262352,0.0008288386,0.001378246,0.006467475],"category_scores_gemma":[0.01571,0.0007044828,0.00114637,0.0003028995,0.0009044437,0.00126744,0.001071307,0.001129173,0.0006742979],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005826437,"about_ca_system_score_gemma":0.002778348,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001415434,"about_ca_topic_score_gemma":0.001888935,"domain_scores_codex":[0.9941018,0.004016082,0.0004450727,0.0004184298,0.0004413225,0.0005772104],"domain_scores_gemma":[0.9925391,0.004615132,0.0008147994,0.0006101305,0.0006484282,0.0007725313],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"nonrandomized_trial","study_design_gemma":"nonrandomized_trial","study_design_scores_codex":[0.1121925,0.4215004,0.04988917,0.004924253,0.0005839812,0.001113344,0.01491824,0.0009918066,0.01026062,0.001047572,0.004335862,0.3782423],"study_design_scores_gemma":[0.08160084,0.8122472,0.08370591,0.0008748754,0.000618348,0.0004268019,0.005027052,0.001852492,0.004229399,0.0005878278,0.008724675,0.0001045862],"study_design_candidate":"nonrandomized_trial","study_design_consensus":"nonrandomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9651011,0.0001882033,0.002458019,0.0002803999,0.00009371337,0.03041947,0.0003082785,0.00008778498,0.001063058],"genre_scores_gemma":[0.9034133,0.0005676968,0.01896303,0.0004569806,0.0001561041,0.07521748,0.0002322908,0.00002603162,0.0009672627],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01006816,"threshold_uncertainty_score":0.0532462,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1212606838916666,"score_gpt":0.4714632586615144,"score_spread":0.3502025747698478,"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."}}