{"id":"W4392246842","doi":"10.1016/j.nsa.2024.104052","title":"Biomarkers of stress resilience: A review","year":2024,"lang":"en","type":"review","venue":"Neuroscience Applied","topic":"Resilience and Mental Health","field":"Psychology","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"European College of Neuropsychopharmacology; European Commission","keywords":"Psychological resilience; Translational medicine; Translational research; Mental health; Psychology; Data science; Medicine; Computer science; Psychiatry; Psychotherapist; Pathology","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006406232,0.0004766416,0.001643048,0.000340614,0.00009272202,0.00003282367,0.001332691,0.0002234939,0.0001966968],"category_scores_gemma":[0.00004434965,0.0003370594,0.0004107656,0.002349609,0.0006224672,0.00006083741,0.0002230056,0.0005143065,0.0009536011],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007527304,"about_ca_system_score_gemma":0.0004987203,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002752128,"about_ca_topic_score_gemma":0.000002130487,"domain_scores_codex":[0.9961667,0.0001629317,0.001082559,0.001289084,0.000640891,0.0006577995],"domain_scores_gemma":[0.9980004,0.0001141508,0.0005326544,0.001110967,0.00002269099,0.0002191673],"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":[0.00000429344,0.00008603169,8.615343e-7,0.07881766,0.00001072609,0.00003659766,0.00004946586,4.308241e-8,0.00001517667,0.002557884,0.01538703,0.9030342],"study_design_scores_gemma":[0.00005575621,0.00009522337,0.000008547659,0.04176604,0.0004522846,0.00008443755,0.0000470252,4.918635e-7,0.000006242725,0.00003540916,0.9571824,0.0002661431],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000004590624,0.9554165,0.00000705104,0.00003528815,0.001871486,0.001949651,0.0001077549,0.00007676167,0.04053092],"genre_scores_gemma":[0.00004659041,0.9963529,0.00002258833,0.0005631296,0.0000694227,0.0005105202,0.00001676008,0.0000506004,0.002367562],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9417953,"threshold_uncertainty_score":0.9999081,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08005128220671048,"score_gpt":0.4773608183533006,"score_spread":0.3973095361465901,"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."}}