{"id":"W4410084844","doi":"10.2196/65750","title":"Employee Preference and Use of Employee Mental Health Programs: Mixed Methods Study","year":2025,"lang":"en","type":"article","venue":"JMIR Human Factors","topic":"Workplace Health and Well-being","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Likert scale; Descriptive statistics; Psychology; Mental health; Preference; Sample (material); Applied psychology; Qualitative property; Exploratory research; Statistics; Developmental psychology","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":[0.02887177,0.000569413,0.001749162,0.002949099,0.001660219,0.002142739,0.001075723,0.001196202,0.003651725],"category_scores_gemma":[0.03087023,0.0007201058,0.002716209,0.003188375,0.0007091191,0.001550313,0.001661548,0.0007828556,0.000531834],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001542449,"about_ca_system_score_gemma":0.00340914,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002288991,"about_ca_topic_score_gemma":0.005461354,"domain_scores_codex":[0.9825662,0.009987066,0.003005054,0.001361194,0.002429935,0.0006506084],"domain_scores_gemma":[0.9682388,0.0225884,0.00403113,0.00127097,0.003330759,0.0005399639],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0027626,0.007081637,0.6587951,0.02297421,0.00407939,0.001842611,0.1001194,0.0003792537,0.002191783,0.001054806,0.002662421,0.1960568],"study_design_scores_gemma":[0.001145233,0.02665105,0.6468371,0.0189277,0.005603412,0.003201698,0.263496,0.003218229,0.003954024,0.00220585,0.02437632,0.000383438],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9780747,0.005535101,0.005333212,0.0003682463,0.00006022042,0.007086611,0.001632319,0.00002759433,0.001882084],"genre_scores_gemma":[0.9498962,0.00487219,0.01670384,0.001692778,0.00009587421,0.02401132,0.00105648,0.00003194108,0.001639326],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02887177,"threshold_uncertainty_score":0.1526904,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1460744661878529,"score_gpt":0.5023300603853664,"score_spread":0.3562555941975135,"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."}}