{"id":"W3156532119","doi":"10.2196/24180","title":"Mobile Sensing Apps and Self-management of Mental Health During the COVID-19 Pandemic: Web-Based Survey","year":2021,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Nova Scotia Health Authority; Dalhousie University","funders":"","keywords":"Helpfulness; Mental health; Pandemic; Mobile apps; Psychology; mHealth; Public health; Social media; Telemedicine; Coronavirus disease 2019 (COVID-19); Internet privacy; Applied psychology; Medicine; Psychiatry; Psychological intervention; Health care; Nursing; Social psychology; Computer science; World Wide Web; Political science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002180357,0.0001953257,0.0002934397,0.001264251,0.0005717349,0.0008669313,0.00032139,0.0006592934,0.002311639],"category_scores_gemma":[0.008281418,0.0003406086,0.0007018181,0.000919226,0.0003145834,0.001502301,0.001236177,0.001078753,0.0007591],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004091281,"about_ca_system_score_gemma":0.0005664101,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004158429,"about_ca_topic_score_gemma":0.005188184,"domain_scores_codex":[0.9988049,0.0004131758,0.0002328929,0.0001155654,0.000271618,0.0001618254],"domain_scores_gemma":[0.9948499,0.001485992,0.002145682,0.0001514331,0.00079121,0.0005757482],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008047465,0.0003952719,0.9776804,0.0004938798,0.00007049828,0.0001108442,0.004286998,0.00005447415,0.0002349129,0.00006006449,0.001960015,0.01457219],"study_design_scores_gemma":[0.00002218795,0.0005183746,0.983244,0.0003786174,0.00004945513,0.0003858155,0.01101449,0.0003787767,0.0001172309,0.00005397142,0.003809942,0.0000271714],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9939674,0.0003899262,0.0002469372,0.0005108005,0.00002336817,0.0003992911,0.002678459,0.00001644592,0.001767424],"genre_scores_gemma":[0.993869,0.001160707,0.001245316,0.0007890366,0.00004616003,0.0008207656,0.001377832,0.000009801184,0.0006814224],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004158429,"threshold_uncertainty_score":0.01153094,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1332949448816153,"score_gpt":0.5094397383180905,"score_spread":0.3761447934364752,"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."}}