{"id":"W7154610145","doi":"10.48448/tm4x-jg38","title":"Exploring the Impact of Regularity, Frequency and Phonological Complexity on Morphological Production in Children with DLD and Phonological Disorders","year":2025,"lang":"","type":"other","venue":"Underline Science Inc.","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"Phonotactics; Voice; Cryptographic nonce; Phonological Disorder; Phonology; Phonological development; Production (economics); Noun","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","sts","research_integrity"],"consensus_categories":["metaepi_narrow"],"category_scores_codex":[0.003147491,0.001335388,0.001609011,0.001852198,0.0009865274,0.000327928,0.001849136,0.0006047161,0.0004602851],"category_scores_gemma":[0.001661757,0.0007374882,0.0001779003,0.004837717,0.03330692,0.0008205952,0.001485225,0.002568166,0.00004507771],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008820803,"about_ca_system_score_gemma":0.001158062,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003739146,"about_ca_topic_score_gemma":0.002016766,"domain_scores_codex":[0.9913162,0.0008882308,0.001172552,0.00353869,0.001449868,0.001634468],"domain_scores_gemma":[0.9965094,0.0003502349,0.0009267192,0.001546753,0.0002968459,0.0003700638],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001336237,0.004573874,0.9162194,0.00008905096,0.0004534027,0.00004561993,0.0008161677,0.002036194,0.007895216,0.01644472,0.0001932828,0.0498968],"study_design_scores_gemma":[0.001625342,0.003663968,0.9720567,0.000492238,0.0001109335,0.0004125877,0.0004443585,0.001693586,0.0003707515,0.01822178,0.00001261417,0.0008950994],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.989274,0.0005062548,0.0001317466,0.001497893,0.0001992409,0.003043703,0.0001768699,0.0001604896,0.00500986],"genre_scores_gemma":[0.9943564,0.001546442,0.003345948,0.00004317374,0.0001403441,0.000123042,0.00004433641,0.0001134921,0.0002868212],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05583731,"threshold_uncertainty_score":0.9999397,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08898531631325131,"score_gpt":0.310790601168755,"score_spread":0.2218052848555037,"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."}}