{"id":"W4383871992","doi":"10.1017/s0954579423000688","title":"Early adverse stress and depression severity: A pilot exploration of mediating psychological mechanisms","year":2023,"lang":"en","type":"article","venue":"Development and Psychopathology","topic":"Attachment and Relationship Dynamics","field":"Psychology","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hôpital Charles-Le Moyne; Université de Sherbrooke","funders":"","keywords":"Psychology; Depression (economics); Clinical psychology; Stress (linguistics); Psychotherapist; Posttraumatic stress; Psychological stress; Psychiatry","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":[],"consensus_categories":[],"category_scores_codex":[0.0004626818,0.0001723083,0.0002290202,0.0002479572,0.0001730933,0.00001048019,0.00009544534,0.0002153717,0.00006469165],"category_scores_gemma":[0.00003238257,0.0001506888,0.00002380461,0.000294165,0.0001144186,0.0001467398,0.00008082739,0.0001955816,0.00006720235],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000009023572,"about_ca_system_score_gemma":0.00001062054,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005475841,"about_ca_topic_score_gemma":0.00001014514,"domain_scores_codex":[0.998597,0.0001564338,0.0003923162,0.0004272193,0.0001489206,0.0002780909],"domain_scores_gemma":[0.9993954,0.0001330826,0.0001705032,0.0001717814,0.00004244642,0.00008680654],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005787828,0.0004145319,0.844506,0.00009283975,0.0001010287,0.0001475948,0.04174554,0.00001492447,0.001570216,0.02053274,0.0003995277,0.08989629],"study_design_scores_gemma":[0.001375963,0.0002560752,0.9882373,0.00004487192,0.00002191429,0.00002895202,0.002401768,0.0001399855,0.0000939309,0.00692816,0.000234701,0.0002364021],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9825095,0.0001271505,0.01345256,0.0001650229,0.001054043,0.000266338,0.00001048487,0.0001242853,0.002290643],"genre_scores_gemma":[0.9934355,0.00010074,0.005418224,0.00007966081,0.00005582412,0.00008959735,0.0001009807,0.00001795488,0.0007014989],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1437313,"threshold_uncertainty_score":0.6144912,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05836977964935144,"score_gpt":0.3738008600927564,"score_spread":0.315431080443405,"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."}}