{"id":"W7001197246","doi":"","title":"An investigation into diglossia, literacy, and tertiary-level EFL classes in the Arabian Gulf States /","year":2006,"lang":"en","type":"dissertation","venue":"eScholarship@McGill (McGill)","topic":"Genetics, Bioinformatics, and Biomedical Research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Remedial education; Reading (process); Government (linguistics); Literacy; Process (computing); Extensive reading","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001164758,0.000568443,0.0003976507,0.000307408,0.0005358778,0.0003158964,0.0008368295,0.0009009373,0.00001585947],"category_scores_gemma":[0.0004712892,0.0004565881,0.0001423931,0.000318625,0.0002784494,0.00008033987,0.0001383545,0.000881926,0.00002437627],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001014483,"about_ca_system_score_gemma":0.0001228353,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001078614,"about_ca_topic_score_gemma":0.009233506,"domain_scores_codex":[0.9963721,0.0004407325,0.0009009916,0.000817985,0.0008026363,0.0006655539],"domain_scores_gemma":[0.998166,0.00010902,0.0003241017,0.0007661288,0.000297825,0.0003369247],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0003580126,0.0005408513,0.005113684,0.001386506,0.0001715912,0.00005331387,0.0004203344,0.0000329215,0.5013697,0.001566502,0.0001998986,0.4887867],"study_design_scores_gemma":[0.003545436,0.002572977,0.2261548,0.001095106,0.0002513271,0.00008334641,0.004528183,0.0007004024,0.5541124,0.07153215,0.1320498,0.003374074],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.995276,0.000629825,0.000001845289,0.0001116525,0.0002634857,0.0006307533,0.0007139141,0.00002569093,0.002346803],"genre_scores_gemma":[0.979626,0.001241953,0.001358764,0.0007399501,0.0001359577,0.0001185858,0.01488077,0.00007817855,0.001819846],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4854126,"threshold_uncertainty_score":0.9997886,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01428459586693317,"score_gpt":0.2788820433241096,"score_spread":0.2645974474571764,"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."}}