{"id":"W4368359559","doi":"10.1371/journal.pone.0283101","title":"Symptoms of major depressive disorder and post-traumatic stress disorder in veterans with mild traumatic brain injury: A network analysis","year":2023,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Mental Health Research Topics","field":"Psychology","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Major depressive disorder; Traumatic brain injury; Post-concussion syndrome; Concussion; Psychiatry; Clinical psychology; Anxiety; Mental health; Traumatic stress; Psychology; Irritability; Poison control; Medicine; Injury prevention; Cognition","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008559687,0.0002666423,0.0003497132,0.001344031,0.0005241098,0.0006214284,0.0005042271,0.0003385586,0.002408952],"category_scores_gemma":[0.003903396,0.0002269356,0.001168453,0.001550664,0.0001982589,0.0006691598,0.001020781,0.0004909163,0.0001556816],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006969679,"about_ca_system_score_gemma":0.000511887,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02736613,"about_ca_topic_score_gemma":0.0316187,"domain_scores_codex":[0.999385,0.0002444567,0.00006617965,0.0001540335,0.00004865334,0.0001018049],"domain_scores_gemma":[0.9986768,0.0004618538,0.0004493122,0.0000941549,0.0001174875,0.000200276],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001167398,0.0000299206,0.9963981,0.00002242273,0.0004063229,0.00005370429,0.0001790703,0.0004572424,0.00008845715,0.00009006565,0.0001939553,0.001963933],"study_design_scores_gemma":[0.00001007609,0.0000637379,0.9912374,0.00001756103,0.0002203386,0.0001638261,0.000772476,0.006998538,0.00003307783,0.0002619751,0.0002130861,0.000008011815],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998202,0.0001737216,0.0004139669,0.0001092602,0.000006353709,0.00002120373,0.0008397437,0.000004309537,0.0002294602],"genre_scores_gemma":[0.9985743,0.00008786378,0.000267015,0.00001349079,0.000005692246,0.00002720378,0.0009106078,0.000002001086,0.0001117221],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02736613,"threshold_uncertainty_score":0.05441368,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07525550109393457,"score_gpt":0.3654062841857566,"score_spread":0.290150783091822,"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."}}