{"id":"W4413118985","doi":"10.3390/brainsci15080846","title":"Emotional Brain Development: Neurobiological Indicators from Fetus Through Toddlerhood","year":2025,"lang":"en","type":"article","venue":"Brain Sciences","topic":"Maternal Mental Health During Pregnancy and Postpartum","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University; Children's Hospital of Eastern Ontario","funders":"","keywords":"Psychology; Prefrontal cortex; Amygdala; Developmental psychology; Vulnerability (computing); Neuroscience; Cognition; Neglect; Psychological intervention","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":[0.0003715789,0.0001213418,0.000183402,0.0001166362,0.0003567343,0.00003455551,0.0002269924,0.0000786979,0.0003986506],"category_scores_gemma":[0.0002390289,0.00008773971,0.00004210701,0.000461263,0.0002932303,0.0001017264,0.0001035344,0.0001488643,0.00009030948],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004018354,"about_ca_system_score_gemma":0.0003295139,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000443785,"about_ca_topic_score_gemma":0.000008130086,"domain_scores_codex":[0.9986674,0.00008428619,0.0002833073,0.0003837939,0.0002726281,0.000308624],"domain_scores_gemma":[0.999308,0.0003895108,0.00006733666,0.0001241314,0.00001484292,0.00009612143],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004245026,0.0008258758,0.9041786,0.001067049,0.0001081014,0.0001444271,0.003339722,0.00001226096,0.001942946,0.04186119,0.01771701,0.02837837],"study_design_scores_gemma":[0.000643332,0.0001977314,0.9367868,0.001514977,0.000006781879,0.00001908574,0.00009339701,0.00001818589,0.006901677,0.004900014,0.04878869,0.0001292767],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9559987,0.0005783078,0.0001845379,0.02357796,0.0006434638,0.0002398924,0.00001195482,0.00007412888,0.01869106],"genre_scores_gemma":[0.9759209,0.00002224264,0.002714527,0.01757127,0.00008449938,0.00001913798,0.0000223127,0.000003750848,0.003641421],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03696118,"threshold_uncertainty_score":0.4364944,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03872990407654104,"score_gpt":0.3421721042318464,"score_spread":0.3034422001553053,"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."}}