{"id":"W4406750519","doi":"10.1146/annurev-devpsych-010923-114435","title":"Insights from a Career at the Border of Developmental Psychology and Cognitive Neuroscience","year":2025,"lang":"en","type":"article","venue":"Annual Review of Developmental Psychology","topic":"Educational and Psychological Assessments","field":"Psychology","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Developmental cognitive neuroscience; Psychology; Cognitive neuroscience; Cognition; Cognitive science; Neuroscience; Educational neuroscience; Cognitive psychology; Political science; Higher education","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003388289,0.0003362976,0.0006576343,0.0001657161,0.0001744911,0.000007520264,0.0006310018,0.000204212,0.002431484],"category_scores_gemma":[0.0002145757,0.000234173,0.0001160334,0.0008266906,0.001126708,0.0001017919,0.0003244688,0.0003129956,0.0001641787],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004173113,"about_ca_system_score_gemma":0.00016364,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007413047,"about_ca_topic_score_gemma":0.00004246825,"domain_scores_codex":[0.996924,0.0004550615,0.001031609,0.0009053727,0.00030984,0.0003741221],"domain_scores_gemma":[0.9983544,0.0005528924,0.0004024526,0.000323386,0.0002582373,0.0001086166],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001408785,0.004208364,0.2117275,0.001400978,0.001511253,0.00008567694,0.01242613,1.209397e-7,0.01538797,0.01365352,0.2983813,0.4398084],"study_design_scores_gemma":[0.001163297,0.0002006686,0.8200864,0.001115749,0.00008656507,0.00008433074,0.001528156,1.018465e-7,0.0002503524,0.00209443,0.1731354,0.0002545266],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7119748,0.09084714,0.0002232136,0.00734049,0.002499121,0.001113011,0.0003526561,0.00003154455,0.185618],"genre_scores_gemma":[0.9201525,0.01064144,0.001066479,0.06429172,0.00004395978,0.0002620675,0.0001604646,0.00002169447,0.003359711],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6083589,"threshold_uncertainty_score":0.9984804,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05143150368945758,"score_gpt":0.4362092546856051,"score_spread":0.3847777509961475,"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."}}