{"id":"W4415614824","doi":"10.2196/76668","title":"Impact of Connected Mental Health on the Work Environment of Mental Health Clinicians: Protocol for a Systematic Literature Review","year":2025,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mental health; Systematic review; Protocol (science); Work (physics); MEDLINE; Psychological intervention","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":[0.07698086,0.006786292,0.01932405,0.0174242,0.005628362,0.008768609,0.005222387,0.007654037,0.07054615],"category_scores_gemma":[0.07231195,0.006188604,0.018542,0.015524,0.005317827,0.009880233,0.006359646,0.00745873,0.009742689],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01596395,"about_ca_system_score_gemma":0.07897063,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007693943,"about_ca_topic_score_gemma":0.01747026,"domain_scores_codex":[0.9606104,0.01488284,0.01447798,0.003238446,0.004778913,0.00201145],"domain_scores_gemma":[0.9536416,0.01725528,0.008917032,0.004469538,0.01355466,0.002161902],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","study_design_scores_codex":[0.005326515,0.0004749663,0.0008246647,0.9207002,0.002569559,0.000913468,0.00297489,0.001202418,0.001652394,0.00477247,0.0228583,0.03573024],"study_design_scores_gemma":[0.02878514,0.002755587,0.006295541,0.6937305,0.01237738,0.000996009,0.004638065,0.00149471,0.002585699,0.012537,0.2330756,0.0007286492],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.0002593581,0.001618701,0.001051329,0.0002242948,0.0001538476,0.9940077,0.002288271,0.00005794584,0.0003385146],"genre_scores_gemma":[0.0002515194,0.0009146252,0.002283199,0.0001325933,0.0000158685,0.9958909,0.0003252154,0.000006203622,0.0001799451],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.07698086,"threshold_uncertainty_score":0.4071186,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3195006071657041,"score_gpt":0.6748427363474426,"score_spread":0.3553421291817386,"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."}}