{"id":"W4205707429","doi":"10.1016/b978-0-12-821398-8.00007-2","title":"Neural biomarkers of suicidal behavior: from cognition and circuits to cells (and back)","year":2022,"lang":"en","type":"book-chapter","venue":"Elsevier eBooks","topic":"Tryptophan and brain disorders","field":"Neuroscience","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University; Douglas Mental Health University Institute","funders":"","keywords":"Neuropsychology; Cognition; Psychology; Neuroimaging; Neuroinflammation; Neuroscience; Depression (economics); Clinical psychology; Medicine; Inflammation","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":[0.0002589606,0.0006527904,0.0004572227,0.001016369,0.0001786603,0.001748526,0.0004554159,0.00124361,0.02209406],"category_scores_gemma":[0.0004256668,0.0002172636,0.0002328198,0.0008613577,0.0005906516,0.001703297,0.0006594525,0.001021474,0.01008356],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004452948,"about_ca_system_score_gemma":0.0004273698,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001287429,"about_ca_topic_score_gemma":0.003247172,"domain_scores_codex":[0.999918,0.00001310454,0.000006516559,0.0000163702,0.00003971334,0.000006312874],"domain_scores_gemma":[0.9999051,0.00005297839,0.000007768141,0.000005772649,0.00001881096,0.000009503558],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004942422,0.00003572562,0.0006030563,0.0008133724,0.00002474627,0.0002665575,0.0001247782,0.0002601112,0.006325782,0.02635191,0.1494392,0.8157053],"study_design_scores_gemma":[0.00001045391,0.0001239874,0.003148231,0.001289065,0.00002676363,0.002509719,0.0001994835,0.0004284664,0.002459779,0.05109603,0.9386827,0.00002532905],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.003112215,0.7770458,0.01546782,0.01263729,0.005862988,0.0000590687,0.0009310752,0.0003123935,0.1845713],"genre_scores_gemma":[0.01874711,0.4035994,0.0133169,0.005525162,0.003952568,0.0001399278,0.0005486417,0.0001162183,0.5540541],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02209406,"threshold_uncertainty_score":0.07391202,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02871707558107619,"score_gpt":0.2439446465542818,"score_spread":0.2152275709732056,"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."}}