{"id":"W4300981901","doi":"10.1097/yco.0000000000000831","title":"Advances in stress and depression research","year":2022,"lang":"en","type":"review","venue":"Current Opinion in Psychiatry","topic":"Stress Responses and Cortisol","field":"Neuroscience","cited_by":38,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Biopsychosocial model; Psychology; Context (archaeology); Depression (economics); Flexibility (engineering); Interpersonal communication; Clinical psychology; Psychotherapist; Social psychology; Biology","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"],"consensus_categories":[],"category_scores_codex":[0.0001994638,0.0003018599,0.0006734484,0.0009876961,0.0001762572,0.00006822157,0.0006165637,0.0001412488,0.0001775491],"category_scores_gemma":[0.000434733,0.000262126,0.0001287563,0.00139749,0.0001206561,0.0001791159,0.0005421668,0.001698659,0.00001660791],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001073784,"about_ca_system_score_gemma":0.0003482596,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009375171,"about_ca_topic_score_gemma":0.0000169948,"domain_scores_codex":[0.9958169,0.001386217,0.0006514445,0.001004169,0.0006423198,0.0004989391],"domain_scores_gemma":[0.9983489,0.0008692604,0.000209524,0.0004633255,0.00001113606,0.0000978587],"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":[0.0000312225,0.0002027477,0.001897037,0.01569417,6.202924e-7,0.0000024572,0.00003563222,0.000001983475,6.028459e-8,0.0006357475,0.0005367072,0.9809616],"study_design_scores_gemma":[0.0002723811,0.00004899232,0.0001788309,0.03022222,0.000004553355,0.0000144419,0.00009431642,0.00001430777,3.719375e-7,0.0005207514,0.968376,0.0002528697],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00003852294,0.9778922,0.000002515959,0.00002039634,0.02057947,0.0007814097,0.00009586113,0.00002434374,0.0005653455],"genre_scores_gemma":[0.00002095033,0.9987545,0.00001136316,0.000004846733,0.0004495352,0.0006729032,0.00003021033,0.00003745645,0.00001823793],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9807087,"threshold_uncertainty_score":0.9999831,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2491136113731223,"score_gpt":0.509708709204735,"score_spread":0.2605950978316127,"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."}}