{"id":"W4206546379","doi":"10.2196/34103","title":"A New Digital Assessment of Mental Health and Well-being in the Workplace: Development and Validation of the Unmind Index","year":2021,"lang":"en","type":"article","venue":"JMIR Mental Health","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mental health; Index (typography); Psychology; Applied psychology; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006056608,0.0001651054,0.0003000176,0.00009621008,0.0002064533,0.00005230207,0.0001622399,0.0000552571,0.00006751963],"category_scores_gemma":[0.000007010069,0.0001238287,0.00005603712,0.0003774319,0.00009485966,0.0001815645,0.0001908378,0.0002235532,0.000004101149],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004072708,"about_ca_system_score_gemma":0.0007363224,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000268934,"about_ca_topic_score_gemma":0.0003409791,"domain_scores_codex":[0.9977217,0.0003059946,0.0008863101,0.0003188632,0.0004002269,0.000366887],"domain_scores_gemma":[0.9990007,0.00008288096,0.0004339215,0.0002657,0.00002016834,0.0001966394],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002887502,0.003030772,0.4530558,0.001450161,0.0001204644,0.000007019796,0.0990938,0.000002292129,0.00002675748,0.0200401,0.009257956,0.4136261],"study_design_scores_gemma":[0.004833906,0.00151133,0.9274327,0.002712099,0.000006655324,0.0002447992,0.0435084,0.00004083883,0.0009417832,0.001707829,0.01674587,0.0003138365],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9803488,0.000749999,0.00005863029,0.01096611,0.0004889167,0.001436414,0.00005963107,0.000009899352,0.005881615],"genre_scores_gemma":[0.9969999,0.00002602703,0.0005503224,0.0009966315,0.00001988605,0.00006118643,0.0001097672,0.00001573844,0.00122053],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4743769,"threshold_uncertainty_score":0.5049586,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02414595484587065,"score_gpt":0.4029452693147341,"score_spread":0.3787993144688634,"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."}}