{"id":"W4320488450","doi":"10.2139/ssrn.4340689","title":"Associations between Eeg Trajectories, Family Income, And Cognitive Abilities Over the First Two Years of Life","year":2023,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Cognitive Abilities and Testing","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; York University","funders":"","keywords":"Electroencephalography; Cognition; Psychology; Developmental psychology; Cognitive psychology; Psychiatry","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003508837,0.0002821384,0.0002226805,0.0006980887,0.0003566295,0.0006707758,0.0002559359,0.0003785653,0.002520732],"category_scores_gemma":[0.002673986,0.0001458463,0.0004547512,0.0007256469,0.0001903465,0.000416948,0.0005802037,0.0006181325,0.0002438056],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002712687,"about_ca_system_score_gemma":0.0003058442,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02006184,"about_ca_topic_score_gemma":0.02009386,"domain_scores_codex":[0.9998593,0.00002165364,0.00001308309,0.00003887665,0.00002080036,0.00004617853],"domain_scores_gemma":[0.9987329,0.0002691866,0.0004819955,0.00008717027,0.000127156,0.0003017137],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001646014,0.00002875792,0.9976417,0.000004583766,0.00007063221,0.00005370561,0.00007029682,0.00007965217,0.0001315167,0.00002656411,0.00005667398,0.00167129],"study_design_scores_gemma":[5.363879e-7,0.00003442347,0.999706,0.000001709242,0.000008098486,0.00004053825,0.00006597483,0.00007161075,0.00001348363,0.000018905,0.00003701823,0.000001536049],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9984934,0.0001954004,0.00007624317,0.0000456642,0.000007614257,0.000002338574,0.0006563236,0.000004614512,0.0005184066],"genre_scores_gemma":[0.9988123,0.0000996712,0.00005623716,0.000007003311,0.000006103959,0.000003585343,0.000599596,0.000001818164,0.0004138118],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02006184,"threshold_uncertainty_score":0.03989017,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02344485472456571,"score_gpt":0.3004531575982394,"score_spread":0.2770083028736737,"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."}}