{"id":"W2902516890","doi":"10.1044/2018_jslhr-s-17-0137","title":"School-Aged Children's Phonological Accuracy in Multisyllabic Words on a Whole-Word Metric","year":2018,"lang":"en","type":"article","venue":"Journal of Speech Language and Hearing Research","topic":"Language Development and Disorders","field":"Psychology","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Phonology; Psychology; Word (group theory); Multivariate analysis; Metric (unit); Phonological awareness; Phonological development; Multivariate statistics; Audiology; Mathematics; Developmental psychology; Demography; Linguistics; Statistics; Medicine","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":[0.002811805,0.0001614404,0.0003318314,0.001592767,0.0001714647,0.00013733,0.0003784654,0.0001949411,0.002233063],"category_scores_gemma":[0.002017161,0.0001198893,0.00007430583,0.001297811,0.0002003205,0.0001752541,0.0001625196,0.001514569,0.0003832706],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001206974,"about_ca_system_score_gemma":0.0001142721,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008041763,"about_ca_topic_score_gemma":0.0002296875,"domain_scores_codex":[0.9975742,0.0003418812,0.0004609741,0.0003077438,0.0006609033,0.0006543714],"domain_scores_gemma":[0.9985757,0.0006024255,0.0001275676,0.0002708993,0.0001838112,0.000239533],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001381674,0.0005548375,0.6096324,0.00002331812,0.0001465484,0.002382105,0.02311604,0.000001125826,0.004465548,0.00008456899,0.007265221,0.3509466],"study_design_scores_gemma":[0.002633204,0.0006781358,0.985992,0.000127988,0.000007395683,0.0002223786,0.0085499,0.000003845944,0.0006667618,0.0001858283,0.0007728849,0.0001597424],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9905134,0.002373158,0.00001117889,0.0009110563,0.0002080979,0.0002250731,0.000001980868,0.00001926886,0.005736818],"genre_scores_gemma":[0.9958059,0.000141648,0.001042911,0.0002051159,0.0008056627,0.000006003945,0.000002915923,0.00002153194,0.00196827],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3763596,"threshold_uncertainty_score":0.998679,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06181998695660912,"score_gpt":0.4144000426738554,"score_spread":0.3525800557172463,"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."}}