{"id":"W4283397614","doi":"10.1007/s11881-022-00258-0","title":"The summary writing performance of bilingual learners with reading difficulties","year":2022,"lang":"en","type":"article","venue":"Annals of Dyslexia","topic":"Reading and Literacy Development","field":"Psychology","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University; University of British Columbia, Okanagan Campus; University of British Columbia","funders":"","keywords":"Reading comprehension; Psychology; Comprehension; Psycholinguistics; Reading (process); Linguistics; Mathematics education; Cognition; 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":[],"consensus_categories":[],"category_scores_codex":[0.0007780326,0.00009938901,0.0001707474,0.00007913611,0.0003119521,0.00001342044,0.0002432078,0.00002205374,0.0001040509],"category_scores_gemma":[0.00003053519,0.00006718134,0.00005060921,0.000219255,0.0001336658,0.0000515244,0.00008255897,0.0001943789,0.000004894814],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001049503,"about_ca_system_score_gemma":0.00005507491,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007494097,"about_ca_topic_score_gemma":0.000002772745,"domain_scores_codex":[0.9988425,0.0001187959,0.0003423777,0.0001690224,0.0002653048,0.0002619881],"domain_scores_gemma":[0.999142,0.0002611844,0.0002306688,0.0002513148,0.00008364628,0.00003119205],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003864853,0.0007223334,0.4791395,0.0003284174,0.001229072,0.00006782481,0.1283225,0.004049357,0.004114585,0.02472812,0.05325434,0.3001791],"study_design_scores_gemma":[0.003053428,0.006123755,0.4999501,0.001121655,0.0001073791,0.0002559254,0.2128458,0.001107034,0.03319757,0.0003889203,0.2403448,0.00150361],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.983771,0.0008005672,0.000002675385,0.0004278033,0.0001858564,0.00008835052,0.000008326561,0.00002322384,0.0146922],"genre_scores_gemma":[0.9917819,0.00009186406,0.0001523434,0.0001303406,0.00003594888,0.00002405401,0.00001041362,0.0000149787,0.007758157],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2986755,"threshold_uncertainty_score":0.2739576,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03916188506547461,"score_gpt":0.3247985401022964,"score_spread":0.2856366550368217,"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."}}