{"id":"W4220674030","doi":"10.1136/fmch-2021-001154","title":"Efficacy of journaling in the management of mental illness: a systematic review and meta-analysis","year":2022,"lang":"en","type":"review","venue":"Family Medicine and Community Health","topic":"Mental Health via Writing","field":"Psychology","cited_by":58,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; Centre for Addiction and Mental Health","funders":"","keywords":"Journaling file system; Mental illness; Meta-analysis; Psychology; Psychotherapist; Medicine; Clinical psychology; Mental health; Internal medicine; Computer science; Computer file","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01963593,0.0003261283,0.007967605,0.0004850395,0.0004466591,0.000004703029,0.0006711087,0.00006605611,0.0003235089],"category_scores_gemma":[0.0000794232,0.0001845449,0.0005290083,0.00143005,0.0001441258,0.00002202223,0.0002738571,0.001551455,9.032095e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001167914,"about_ca_system_score_gemma":0.00006974694,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00674975,"about_ca_topic_score_gemma":0.0001421713,"domain_scores_codex":[0.9800674,0.01605712,0.002859991,0.0002204547,0.0005077432,0.0002872588],"domain_scores_gemma":[0.993284,0.003147841,0.002251938,0.001178295,0.00002297968,0.0001148878],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.000004651397,0.0002107355,0.000001983736,0.9463294,0.02543369,0.000007222737,0.008492227,3.271136e-8,1.416799e-9,0.0003187901,0.0001806868,0.01902058],"study_design_scores_gemma":[0.0007106219,0.0005876698,0.00007543416,0.2425957,0.6114977,0.0001233685,0.1077702,8.96876e-7,1.158152e-9,0.00002107377,0.03642483,0.0001924602],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00008631481,0.9935366,0.000005105001,0.0006318016,0.00005351019,0.004238382,0.00006163721,0.000005926383,0.001380751],"genre_scores_gemma":[0.0006196719,0.995181,0.00004380456,0.003447543,0.000009540619,0.0005173473,0.0001203864,0.00001961062,0.00004114028],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.7037337,"threshold_uncertainty_score":0.9998644,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4253576861935257,"score_gpt":0.5251853548106861,"score_spread":0.09982766861716041,"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."}}