{"id":"W2013671748","doi":"10.1097/00004703-200504000-00010","title":"What's the Difference? Contrasting Modular and Neural Network Approaches to Understanding Developmental Variability","year":2005,"lang":"en","type":"article","venue":"Journal of Developmental & Behavioral Pediatrics","topic":"Language Development and Disorders","field":"Psychology","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Modular design; Psychology; Developmental disorder; Developmental psychology; Typically developing; Cognitive psychology; Autism; Computer science","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":[0.001388442,0.0003525884,0.0004137267,0.000205267,0.0004340993,0.0003530771,0.0004204011,0.0001597045,0.0002275105],"category_scores_gemma":[0.00006543296,0.0002577618,0.0001106423,0.0005788021,0.0001194442,0.0006284902,0.0002326251,0.0005272335,0.00001716886],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006036272,"about_ca_system_score_gemma":0.0002502499,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001877303,"about_ca_topic_score_gemma":0.00007109192,"domain_scores_codex":[0.9972566,0.0001897198,0.0009577733,0.0003598179,0.0005747442,0.0006613878],"domain_scores_gemma":[0.9988214,0.0002645362,0.000407688,0.0001251365,0.00006241963,0.0003187805],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003347305,0.0005665562,0.8151445,0.00002367048,0.000131069,0.0001331587,0.03110379,0.0002030404,0.0001618747,0.0009788761,0.002209529,0.1490092],"study_design_scores_gemma":[0.00439302,0.0004689762,0.8792185,0.0001053124,0.0004829581,0.001600218,0.1079701,0.0003019559,0.0001460482,0.00202073,0.001698791,0.001593391],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9903303,0.0007786133,0.005191864,0.001163621,0.00160147,0.0004148003,0.000004270224,0.00003099811,0.0004840218],"genre_scores_gemma":[0.9728803,0.00006359972,0.02561643,0.0005028892,0.0006669204,0.00001767282,0.000008890258,0.0000332639,0.0002100506],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1474158,"threshold_uncertainty_score":0.9999875,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1520981143694077,"score_gpt":0.3035004014443494,"score_spread":0.1514022870749417,"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."}}