{"id":"W3129660360","doi":"10.2196/26168","title":"Rapid Design and Delivery of an Experience-Based Co-designed Mobile App to Support the Mental Health Needs of Health Care Workers Affected by the COVID-19 Pandemic: Impact Evaluation Protocol","year":2021,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Melbourne; Australian Government","keywords":"Mental health; mHealth; Health care; Digital health; Nursing; Psychology; Qualitative property; Medicine; Psychological intervention; Computer science; 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":[0.05821515,0.003046711,0.002153357,0.002889188,0.003997089,0.004005995,0.004086073,0.00458604,0.03995617],"category_scores_gemma":[0.06442109,0.001846756,0.003573326,0.001525641,0.003111372,0.003221869,0.005596202,0.004488613,0.005144287],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005121467,"about_ca_system_score_gemma":0.02459034,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003163858,"about_ca_topic_score_gemma":0.005274387,"domain_scores_codex":[0.9673093,0.02016645,0.003426494,0.001680189,0.004665582,0.00275204],"domain_scores_gemma":[0.9614528,0.01739906,0.002577693,0.003011258,0.01343614,0.002123092],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0836566,0.07901818,0.006203681,0.1076042,0.001181435,0.002346525,0.0211305,0.007948493,0.01249569,0.01998034,0.06388283,0.5945516],"study_design_scores_gemma":[0.1472022,0.2015509,0.03448343,0.04817413,0.003758975,0.0006903896,0.0231384,0.005610617,0.03125782,0.0167226,0.4864025,0.001008049],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.008801064,0.0001756134,0.004306563,0.0002636367,0.0001004152,0.9809715,0.00183635,0.0001116775,0.003433167],"genre_scores_gemma":[0.003941815,0.0001273908,0.008027024,0.0001080677,0.00001085153,0.9872128,0.0001860373,0.000008226093,0.0003778275],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.05821515,"threshold_uncertainty_score":0.3078749,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3953294002078052,"score_gpt":0.643928799528886,"score_spread":0.2485993993210808,"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."}}