{"id":"W4210616129","doi":"10.1038/s41390-022-01933-z","title":"Perinatal and early childhood biomarkers of psychosocial stress and adverse experiences","year":2022,"lang":"en","type":"review","venue":"Pediatric Research","topic":"Infant Development and Preterm Care","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":false,"ca_institutions":"York University","funders":"National Institute of Mental Health","keywords":"Psychosocial; Adverse Childhood Experiences; Adverse effect; Intervention (counseling); Psychological intervention; Medicine; Disease; Clinical psychology; Intensive care medicine; Psychology; Psychiatry; Mental health; Pathology","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":[0.000896327,0.0002271715,0.0008699965,0.0007784798,0.0002323797,0.00002975779,0.0002121614,0.000195966,0.0004579385],"category_scores_gemma":[0.0002443206,0.0001847138,0.0001608158,0.0008430244,0.0002581108,0.00007459024,0.0003746572,0.0007286006,0.000001570037],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005519685,"about_ca_system_score_gemma":0.0007323298,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004609329,"about_ca_topic_score_gemma":8.973951e-7,"domain_scores_codex":[0.9974703,0.00028534,0.0004254204,0.0004721346,0.0009609156,0.0003858469],"domain_scores_gemma":[0.9989311,0.0004205242,0.0001441033,0.0002348049,0.00008845607,0.0001810663],"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":[0.00009467507,0.00004385561,0.02336966,0.03459484,0.0002677395,0.0001975833,0.02984356,1.680191e-9,6.863583e-8,0.00002470825,0.001100958,0.9104623],"study_design_scores_gemma":[0.0008094004,0.0005308125,0.01074945,0.001322731,0.0003844093,0.0001111193,0.004288595,2.412143e-7,6.157323e-7,0.00001019793,0.9814106,0.0003818754],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.1101036,0.8859509,3.277196e-8,0.00001441115,0.0001793796,0.0008830297,0.0001691406,0.00001338658,0.002686138],"genre_scores_gemma":[0.003585589,0.995345,0.00008802049,0.000002458519,0.0004222552,0.0002939068,0.0001414489,0.00002952292,0.00009177565],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9803096,"threshold_uncertainty_score":0.7532412,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06676283298933619,"score_gpt":0.3975502492840374,"score_spread":0.3307874162947012,"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."}}