{"id":"W2618054209","doi":"10.1146/annurev-psych-122414-033653","title":"Principles and Challenges of Applying Epigenetic Epidemiology to Psychology","year":2017,"lang":"en","type":"review","venue":"Annual Review of Psychology","topic":"Epigenetics and DNA Methylation","field":"Biochemistry, Genetics and Molecular Biology","cited_by":90,"is_retracted":false,"has_abstract":true,"ca_institutions":"Learning Partnership; BC Children's Hospital; University of British Columbia","funders":"","keywords":"Epigenetics; DNA methylation; Interpretability; Psychology; Epigenesis; Cognitive science; Computational biology; Biology; Genetics; Computer science; Gene; Artificial intelligence","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":[0.002562276,0.0004951454,0.003239303,0.0002081762,0.00005599713,0.000002632833,0.0008046965,0.0008293045,0.00002009687],"category_scores_gemma":[0.002283789,0.0004214353,0.0005178517,0.0001028476,0.0003902318,0.000003424656,0.0003731278,0.0002404754,0.00001845602],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000007162521,"about_ca_system_score_gemma":0.0001157043,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006434881,"about_ca_topic_score_gemma":0.00001273904,"domain_scores_codex":[0.9954653,0.001051842,0.001877854,0.001058373,0.0001181039,0.0004285368],"domain_scores_gemma":[0.9956548,0.0002266028,0.001934609,0.001761154,0.0002438838,0.0001790082],"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":[0.00001145604,0.00005861002,0.0000315842,0.05145775,0.0001709254,0.000001686007,0.00001778835,2.163926e-7,0.00009013873,0.0006251921,0.0003331762,0.9472015],"study_design_scores_gemma":[0.0001535153,0.0008449747,0.000392907,0.01893547,0.0003285297,0.00003726771,0.000004539461,6.99113e-8,0.00002966984,0.0002287839,0.9787247,0.0003195269],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00002010436,0.992898,0.0004169681,0.0006601131,0.0003851044,0.00133267,0.0001391597,0.00000544774,0.004142411],"genre_scores_gemma":[0.00003520838,0.9962476,0.002215382,0.0006591859,0.0002421714,0.0003043963,0.0001397662,0.00006121048,0.00009500352],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9783916,"threshold_uncertainty_score":0.9998237,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2865588721333709,"score_gpt":0.5090822004650087,"score_spread":0.2225233283316378,"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."}}