{"id":"W2943820247","doi":"10.1016/j.biopsych.2019.04.025","title":"Genetics of Resilience: Gene-by-Environment Interaction Studies as a Tool to Dissect Mechanisms of Resilience","year":2019,"lang":"en","type":"review","venue":"Biological Psychiatry","topic":"Health, Environment, Cognitive Aging","field":"Environmental Science","cited_by":98,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Banting Research Foundation; Alexander von Humboldt-Stiftung","keywords":"Resilience (materials science); Identification (biology); Psychological resilience; Psychological intervention; Biology; Mechanism (biology); Disease; Psychology; Risk analysis (engineering); Ecology; Social psychology; Medicine; Epistemology; Psychiatry","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0009999363,0.0006024363,0.001610401,0.00009845354,0.0001134956,0.00001079752,0.0008254002,0.0004650052,0.0008830575],"category_scores_gemma":[0.000275619,0.0004373611,0.0003977708,0.0003554086,0.0004993284,0.00008839663,0.000866392,0.0004913167,0.001295474],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004780139,"about_ca_system_score_gemma":0.00007162274,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003711377,"about_ca_topic_score_gemma":0.000006640159,"domain_scores_codex":[0.995329,0.0006067214,0.001364871,0.001483845,0.0006385731,0.0005769978],"domain_scores_gemma":[0.9975486,0.0003468909,0.0009510725,0.0009436113,0.00001058104,0.0001991803],"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":[0.0001078789,0.0008190915,0.004881136,0.003968263,0.0002245502,0.000006050164,0.0002047005,0.0004046356,0.004180671,0.0002678692,0.001759879,0.9831753],"study_design_scores_gemma":[0.0007704969,0.006401607,0.01112952,0.009681961,0.0009787272,0.00007857462,0.00149174,0.00003798702,0.00179985,0.004851173,0.9599418,0.002836575],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.04147504,0.9512239,0.002457624,0.0001229291,0.0009146699,0.002817272,0.00017173,0.00003256448,0.0007843138],"genre_scores_gemma":[0.008522001,0.9848175,0.005860019,0.0002760738,0.00005764298,0.0001693046,0.00003782072,0.00004093558,0.000218685],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9803387,"threshold_uncertainty_score":0.9998078,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07482570329274418,"score_gpt":0.3788712843063509,"score_spread":0.3040455810136067,"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."}}