{"id":"W3154358327","doi":"10.2196/22075","title":"Advancing Mental Health and Psychological Support for Health Care Workers Using Digital Technologies and Platforms","year":2021,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"COVID-19 and Mental Health","field":"Psychology","cited_by":40,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mental health; Psychological intervention; Health care; Pandemic; Public health; Digital health; Psychology; Anxiety; Nursing; Medicine; Psychiatry; Political science; Disease; Coronavirus disease 2019 (COVID-19)","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":[0.003060015,0.0003589956,0.0001918212,0.001515863,0.002841276,0.003744851,0.0006823576,0.001037061,0.003660323],"category_scores_gemma":[0.006601132,0.0001467055,0.0007864929,0.0006676376,0.002124964,0.002828963,0.005498132,0.001430467,0.0003795146],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001891495,"about_ca_system_score_gemma":0.007680729,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002236883,"about_ca_topic_score_gemma":0.00641444,"domain_scores_codex":[0.9980828,0.001092084,0.00008769158,0.00008999743,0.0002988096,0.0003486924],"domain_scores_gemma":[0.9965894,0.001530939,0.0005615085,0.0001582551,0.0003161502,0.0008437444],"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":[0.0001728365,0.001434091,0.1218838,0.004301478,0.000164507,0.002296061,0.1587621,0.0007782848,0.004516955,0.02748177,0.02973898,0.648469],"study_design_scores_gemma":[0.0001474626,0.001356466,0.1529278,0.01066839,0.0003168994,0.001792875,0.522867,0.002600416,0.00294063,0.03337372,0.2708356,0.0001727801],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7332632,0.01399535,0.01245496,0.09532444,0.0009827731,0.001244358,0.0003813799,0.0002231906,0.1421303],"genre_scores_gemma":[0.9757279,0.008238586,0.008943292,0.004060395,0.0002118545,0.0003167868,0.0001289485,0.00001043381,0.002361829],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003744851,"threshold_uncertainty_score":0.01618308,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1798031611374696,"score_gpt":0.5690367092554648,"score_spread":0.3892335481179952,"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."}}