{"id":"W4413412778","doi":"10.2196/78410","title":"“It’s Not Only Attention We Need”: Systematic Review of Large Language Models in Mental Health Care","year":2025,"lang":"en","type":"review","venue":"JMIR Mental Health","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Preprint; Mental healthcare; Mental health; Health care; Psychology; Medicine; Psychiatry; Political science; Computer science; Law","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":[0.02678175,0.001608054,0.007487183,0.01571481,0.001137283,0.005246122,0.003046828,0.002098228,0.005522672],"category_scores_gemma":[0.09494548,0.001440588,0.008315467,0.01408713,0.002098712,0.00687759,0.003820319,0.00227892,0.000420247],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006006001,"about_ca_system_score_gemma":0.02619021,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01274159,"about_ca_topic_score_gemma":0.04165531,"domain_scores_codex":[0.9764476,0.01166613,0.007195723,0.001184357,0.003085802,0.0004203543],"domain_scores_gemma":[0.916747,0.06600846,0.009924429,0.001421485,0.005258047,0.0006405414],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0001027237,0.00002115431,0.0005349781,0.9267554,0.004158121,0.00008162362,0.0007549581,0.000111125,0.00008062023,0.000658177,0.001543271,0.0651978],"study_design_scores_gemma":[0.0001002895,0.0001415928,0.001454266,0.9612551,0.0185039,0.0002392934,0.0009647586,0.00009352544,0.00008844936,0.0006677292,0.01645135,0.00003976811],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001005086,0.9967193,0.0004707741,0.0006735022,0.0001291129,0.0004083632,0.0002284648,0.00001270819,0.0003526922],"genre_scores_gemma":[0.02211362,0.9725108,0.002587651,0.001137237,0.000098194,0.001172798,0.0002624161,0.00001436819,0.0001029661],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.02678175,"threshold_uncertainty_score":0.1416371,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0577267619267525,"score_gpt":0.4866315147408865,"score_spread":0.428904752814134,"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."}}