{"id":"W3105299789","doi":"10.1177/0963721420964039","title":"From Stress to Depression: Bringing Together Cognitive and Biological Science","year":2020,"lang":"en","type":"article","venue":"Current Directions in Psychological Science","topic":"Stress Responses and Cortisol","field":"Neuroscience","cited_by":70,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada; Canadian Institutes of Health Research; Michael Smith Health Research BC","keywords":"Stressor; Psychology; Depression (economics); Cognition; Association (psychology); Stress (linguistics); Clinical psychology; Cognitive psychology; Developmental psychology; Psychotherapist; Neuroscience","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.000155276,0.0001574294,0.0001655212,0.0002043825,0.0005653947,0.0002249187,0.0007375652,0.00004545764,0.0001694159],"category_scores_gemma":[0.004893518,0.0001152636,0.00003314016,0.003458134,0.001980164,0.0003018829,0.0005274544,0.000307073,0.00005971037],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004616883,"about_ca_system_score_gemma":0.00004073605,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002411186,"about_ca_topic_score_gemma":0.000003228804,"domain_scores_codex":[0.9971421,0.0001042434,0.0002253359,0.001506007,0.0004890023,0.0005333514],"domain_scores_gemma":[0.9988094,0.0003938287,0.00005468376,0.0001946633,0.00005665125,0.0004907775],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0001752163,0.0002964235,0.09536532,0.000002363932,5.891353e-7,0.00002629297,0.0009577361,0.00002408612,0.3048188,0.000314653,0.00004447838,0.597974],"study_design_scores_gemma":[0.0005341384,0.0003268263,0.8865724,0.0001828117,0.000004431503,0.00002112344,0.0005598729,0.00199174,0.1064513,0.0007008177,0.00222762,0.0004269674],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9941997,0.0003681828,0.001149199,0.0005841894,0.0007671232,0.0002799824,0.00003640854,0.0001188762,0.00249635],"genre_scores_gemma":[0.9983321,0.0003913624,0.000224695,0.0008735905,0.0001113434,0.00005529094,3.711447e-7,0.000004476693,0.000006762806],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7912071,"threshold_uncertainty_score":0.7295995,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1310751839460235,"score_gpt":0.4297238482882397,"score_spread":0.2986486643422162,"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."}}