{"id":"W3006104747","doi":"10.1111/1467-9817.12296","title":"Evaluating models of how morphological awareness connects to reading comprehension: A study in Portuguese","year":2020,"lang":"en","type":"article","venue":"Journal of Research in Reading","topic":"Reading and Literacy Development","field":"Psychology","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Reading comprehension; Psychology; Comprehension; Reading (process); Orthography; Phonological awareness; Cognitive psychology; Linguistics; Portuguese","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":[],"consensus_categories":[],"category_scores_codex":[0.01030524,0.0001844114,0.0007813739,0.001347932,0.00007444281,0.00006514338,0.0005826904,0.0001202442,0.00007716061],"category_scores_gemma":[0.001991327,0.0001523879,0.00009097487,0.00185027,0.00007094417,0.0002724401,0.0002548053,0.001249968,0.0000126891],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002592661,"about_ca_system_score_gemma":0.0002482389,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000195514,"about_ca_topic_score_gemma":0.00001115725,"domain_scores_codex":[0.9944723,0.001863753,0.00114806,0.0004445232,0.001395681,0.0006757291],"domain_scores_gemma":[0.9965338,0.001781223,0.0003614068,0.0002772988,0.0006490915,0.0003972069],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.005338478,0.002488313,0.6439266,0.0003689405,0.0003194482,0.02429481,0.1866923,0.0282838,0.04450879,0.00176415,0.002795587,0.05921878],"study_design_scores_gemma":[0.02042592,0.02215888,0.6633869,0.00972235,0.00007756986,0.002095378,0.2079027,0.06318443,0.003604425,0.005127511,0.0008023616,0.001511545],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9947494,0.0002734551,0.000466837,0.002500492,0.0002603178,0.0006052345,0.000002009031,0.00001181042,0.001130415],"genre_scores_gemma":[0.9950926,0.00002475561,0.004436939,0.0001222552,0.0001607766,0.00002992915,0.000001242828,0.00002442413,0.0001071339],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05770723,"threshold_uncertainty_score":0.6214197,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4922997914179834,"score_gpt":0.5381441476704955,"score_spread":0.04584435625251204,"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."}}