{"id":"W4301392656","doi":"10.2196/41689","title":"Effectiveness of Mental Health Apps for Distress During COVID-19 in US Unemployed and Essential Workers: Remote Pragmatic Randomized Clinical Trial","year":2022,"lang":"en","type":"article","venue":"JMIR mhealth and uhealth","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":31,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute of Mental Health","keywords":"Mental health; Anxiety; Distress; Patient Health Questionnaire; Randomized controlled trial; mHealth; Psychiatry; Mental distress; Medicine; Clinical psychology; Depression (economics); Psychology; Psychological intervention; Depressive symptoms","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":[0.004789995,0.002182416,0.003467927,0.001045615,0.001309063,0.001724403,0.001442327,0.004349221,0.01138438],"category_scores_gemma":[0.00862886,0.0009914713,0.003929012,0.0007233849,0.001811562,0.001902342,0.001350835,0.003303662,0.0009496663],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001575095,"about_ca_system_score_gemma":0.00243099,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002588937,"about_ca_topic_score_gemma":0.005015591,"domain_scores_codex":[0.9967618,0.00192206,0.0003531357,0.0003497024,0.000219369,0.0003938625],"domain_scores_gemma":[0.9962578,0.001704245,0.0007382945,0.0002547303,0.0002670572,0.0007777464],"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":[0.9110832,0.04691658,0.0009614588,0.005348533,0.002064715,0.0001101045,0.0003465593,0.0002425411,0.0009367522,0.0001883451,0.0008054066,0.03099586],"study_design_scores_gemma":[0.8947858,0.1011838,0.001725279,0.0004172143,0.000716896,0.00001734909,0.0001393868,0.0001850026,0.0001290613,0.0002015881,0.0004747451,0.00002387022],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8859597,0.008390754,0.00140845,0.001448837,0.001377072,0.09647764,0.001170129,0.0001879078,0.003579344],"genre_scores_gemma":[0.876642,0.003758001,0.005427307,0.001837943,0.0008733821,0.1085665,0.0003779147,0.00002041945,0.002496536],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01138438,"threshold_uncertainty_score":0.03808451,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06894842647585686,"score_gpt":0.4963756439273081,"score_spread":0.4274272174514512,"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."}}