{"id":"W4313257186","doi":"10.1001/jamanetworkopen.2022.48453","title":"Depressive Symptoms in Individuals With Persistent Postconcussion Symptoms: A Systematic Review and Meta-Analysis","year":2022,"lang":"en","type":"review","venue":"JAMA Network Open","topic":"Traumatic Brain Injury Research","field":"Medicine","cited_by":44,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; Hospital for Sick Children; University of Calgary; Sunnybrook Health Science Centre; Toronto Rehabilitation Institute; University of Toronto; Holland Bloorview Kids Rehabilitation Hospital; University of Ottawa","funders":"","keywords":"Meta-analysis; Depressive symptoms; Medicine; Clinical psychology; Psychology; Psychiatry; Internal medicine; Anxiety","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"meta_analysis","genre":"review","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"meta_analysis","genre":"review","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02006689,0.003067773,0.01946024,0.008347454,0.0007403398,0.004380666,0.002748159,0.00277125,0.002898974],"category_scores_gemma":[0.04542646,0.00209209,0.03927685,0.007793922,0.0007577282,0.00244889,0.001699614,0.002028372,0.0002572307],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003979371,"about_ca_system_score_gemma":0.005740867,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008235584,"about_ca_topic_score_gemma":0.01791393,"domain_scores_codex":[0.9876773,0.005711686,0.003786709,0.001033326,0.001430986,0.0003599618],"domain_scores_gemma":[0.9753947,0.01785373,0.003857617,0.0006750133,0.001953861,0.0002650914],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"meta_analysis","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.0009665719,0.00003095379,0.003519825,0.4612291,0.5200948,0.000135361,0.0001111168,0.000509892,0.0001573316,0.0001421526,0.0006218163,0.0124811],"study_design_scores_gemma":[0.0004526952,0.0001853935,0.003394832,0.06043789,0.9330329,0.0001115993,0.00007051012,0.000215137,0.0001177976,0.0002119396,0.00174025,0.0000289717],"study_design_candidate":"meta_analysis","study_design_consensus":"meta_analysis","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002446827,0.9958955,0.000421186,0.0002508991,0.0001284259,0.0003776238,0.0002870667,0.00001765088,0.0001748468],"genre_scores_gemma":[0.1109976,0.8824132,0.002912625,0.0009008332,0.0002441831,0.001665017,0.0005976451,0.00002238297,0.0002466485],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.02006689,"threshold_uncertainty_score":0.1061251,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1470567282081971,"score_gpt":0.397991790363979,"score_spread":0.250935062155782,"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."}}