{"id":"W4406921268","doi":"10.2196/68221","title":"Exploring the Impact of Digital Peer Support Services on Meeting Unmet Needs Within an Employee Assistance Program: Retrospective Cohort Study","year":2025,"lang":"en","type":"article","venue":"JMIR Human Factors","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Preprint; Peer review; Cohort; Peer support; Medicine; Medical education; Psychology; Nursing; Computer science; World Wide Web; Political science","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":[0.0005409763,0.0003130921,0.0004155875,0.0003589127,0.0002863597,0.0002827974,0.0005419213,0.00006365326,0.0001234536],"category_scores_gemma":[0.0000339631,0.0002209049,0.0002588443,0.0007330139,0.0001285342,0.0007743507,0.0001240192,0.000363143,0.00003319632],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004484002,"about_ca_system_score_gemma":0.00003880072,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009622168,"about_ca_topic_score_gemma":0.0004028203,"domain_scores_codex":[0.9976207,0.0001437794,0.0007175974,0.0004729587,0.0006028056,0.0004421843],"domain_scores_gemma":[0.9984671,0.00008973179,0.0003479422,0.0007543508,0.0002131409,0.0001276618],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001069563,0.00310635,0.9774247,0.0000378517,0.0004037155,0.000005766103,0.01659833,0.000005788229,0.000008884825,0.00131957,0.0002682667,0.0007138168],"study_design_scores_gemma":[0.0004326814,0.005130251,0.9749929,0.000136777,0.00003642022,8.724731e-7,0.01853512,0.000001408377,0.0001192227,0.0003962372,0.00004278843,0.0001753405],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9669895,0.000004388148,9.612612e-7,0.00003511892,0.0006716635,0.002283674,0.0001743765,0.0002264707,0.02961392],"genre_scores_gemma":[0.9952009,8.724444e-8,0.000005257458,0.00001779372,0.00004507204,0.0009218461,0.000100875,0.00004308129,0.003665079],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02821148,"threshold_uncertainty_score":0.900824,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0963454509918665,"score_gpt":0.4417362721775446,"score_spread":0.3453908211856781,"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."}}