{"id":"W4379136484","doi":"10.18103/mra.v11i5.3725","title":"Political Considerations in Implementing Initiatives to Improve the Mental Well-Being of Employees in the Workplace","year":2023,"lang":"en","type":"article","venue":"Medical Research Archives","topic":"Employment and Welfare Studies","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mental health; Politics; Government (linguistics); Productivity; Public relations; Work (physics); Action (physics); Political science; Psychology; Economic growth; Engineering; Economics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.007397094,0.0001073808,0.0002228942,0.0004244117,0.001188465,0.00001798252,0.0004110791,0.00005334384,0.0003822231],"category_scores_gemma":[0.01142177,0.00005931775,0.00004791075,0.0008485926,0.0006779973,0.00006924033,0.001026045,0.001386718,0.00008449318],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004693992,"about_ca_system_score_gemma":0.0004064099,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007890447,"about_ca_topic_score_gemma":0.005354369,"domain_scores_codex":[0.9928183,0.003702822,0.0006165524,0.0002501651,0.001224693,0.001387488],"domain_scores_gemma":[0.9714563,0.02803173,0.00004252662,0.0002375376,0.00005199336,0.0001798407],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005942263,0.000121713,0.4558916,0.0001097004,0.00003005811,0.00005012718,0.1473109,5.530077e-7,0.0002658539,0.3824704,0.01124263,0.002447051],"study_design_scores_gemma":[0.0009754635,0.0002408256,0.654591,0.0007274477,0.000003870342,8.304841e-7,0.2031732,0.0001665479,0.0001523465,0.1292445,0.01061274,0.0001112119],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7354041,0.00007490389,0.00002078078,0.1864243,0.0001108367,0.001417665,0.00001546756,0.0000287408,0.07650317],"genre_scores_gemma":[0.9971741,0.0001372551,0.00004084208,0.001321316,0.0001979984,0.0006882093,0.00001143142,0.00001268986,0.0004161365],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.26177,"threshold_uncertainty_score":0.9969054,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1136174305537332,"score_gpt":0.5222628776072529,"score_spread":0.4086454470535197,"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."}}