{"id":"W4392236002","doi":"10.3389/fdpys.2024.1340383","title":"Ortho-semantic learning of novel words: an event-related potential study of grade 3 children","year":2024,"lang":"en","type":"article","venue":"Frontiers in Developmental Psychology","topic":"Reading and Literacy Development","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université TÉLUQ; Dalhousie University","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Event (particle physics); Natural language processing; Computer science; Event-related potential; Artificial intelligence; Psychology; Cognition; Physics; Neuroscience","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0007834955,0.0003457936,0.0006583443,0.001123472,0.00007687219,0.00002368349,0.0004815936,0.0002785588,0.0003332956],"category_scores_gemma":[0.00002411678,0.0003463077,0.0001085331,0.001055115,0.0001713724,0.000172239,0.00009993371,0.0006530196,0.00003979496],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001245757,"about_ca_system_score_gemma":0.0001072759,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002833756,"about_ca_topic_score_gemma":0.00003063383,"domain_scores_codex":[0.9965314,0.0003599382,0.001330632,0.0009018628,0.000330384,0.0005458267],"domain_scores_gemma":[0.9992177,0.00004187391,0.000248712,0.0003447114,0.00003776066,0.0001091832],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000355907,0.004794307,0.9072722,0.00005399706,0.001298166,0.000199345,0.05120266,0.0003507445,0.001614406,0.0003624239,0.002598382,0.02989751],"study_design_scores_gemma":[0.004140491,0.0007388362,0.9798001,0.0001849035,0.00006571199,0.0003043221,0.01294435,0.0003909231,0.00009085382,0.0001798575,0.0007186566,0.0004409756],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9867297,0.0007844177,0.004871544,0.00006344644,0.003901422,0.0006659489,0.00001045774,0.0001119755,0.002861022],"genre_scores_gemma":[0.9919571,0.00002707306,0.006173312,0.00004737686,0.0000340472,0.00006537401,0.0001006248,0.00006480553,0.001530273],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07252797,"threshold_uncertainty_score":0.9998989,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0194765765311186,"score_gpt":0.3237521001716218,"score_spread":0.3042755236405031,"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."}}