{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007907088,0.0001784873,0.0003524051,0.0002575101,0.0008677141,0.0001060963,0.0001357633,0.0001404727,0.000038236],"category_scores_gemma":[0.00007200537,0.0001477524,0.00005365736,0.0004120349,0.0003729045,0.0004133639,0.0003181108,0.0005351088,0.00001146425],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009618229,"about_ca_system_score_gemma":0.0007870131,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007992183,"about_ca_topic_score_gemma":0.00009657323,"domain_scores_codex":[0.9975,0.00009168881,0.0004073983,0.0005025535,0.0003469755,0.0011514],"domain_scores_gemma":[0.9988722,0.0002729578,0.0001168991,0.0002609176,0.00011868,0.0003583144],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.001236397,0.0006826903,0.02791652,0.002012467,0.00007584766,0.00003290762,0.1314292,6.286329e-7,0.00006300247,0.004331259,0.02818607,0.804033],"study_design_scores_gemma":[0.004302153,0.00912587,0.01114517,0.0004155437,0.000002571812,0.0004287161,0.8881006,0.0001233131,0.0001342091,0.002528894,0.08328071,0.0004122682],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.982518,0.005590363,0.0006570828,0.007348585,0.000276741,0.001852573,0.0003907577,0.0001455536,0.001220392],"genre_scores_gemma":[0.9969203,0.0005454399,0.001104078,0.0007282954,0.0000375616,0.0001980342,0.0002011944,0.00002364506,0.0002414601],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8036207,"threshold_uncertainty_score":0.6673843,"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."}}