{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007840699,0.0001239949,0.0002079915,0.0009928931,0.002590132,0.001360385,0.000331965,0.0003289337,0.003410344],"category_scores_gemma":[0.002247137,0.0001368259,0.0001412727,0.0007611031,0.00165459,0.0004423338,0.001707487,0.0008503372,0.0002235741],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002021508,"about_ca_system_score_gemma":0.002864243,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04755109,"about_ca_topic_score_gemma":0.08586407,"domain_scores_codex":[0.9994364,0.000152171,0.0000265789,0.00004570598,0.0001323631,0.0002067389],"domain_scores_gemma":[0.9987539,0.0003344661,0.0002912059,0.00003652897,0.0001723067,0.0004115689],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002029161,0.001607314,0.6597657,0.0001219873,0.00001413539,0.001680342,0.2506945,0.00005937949,0.002443181,0.002358647,0.001028601,0.08002321],"study_design_scores_gemma":[0.00001306773,0.0003903479,0.8220878,0.0000726755,0.000009472513,0.0004332472,0.1716805,0.00007966807,0.0004854183,0.0002533314,0.004484277,0.00001019012],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987857,0.00005187227,0.000009932359,0.0001339032,0.000001765228,0.00000383009,0.000006671176,4.100786e-7,0.001006022],"genre_scores_gemma":[0.9981838,0.0001099497,0.00005358874,0.0001312319,0.0000021836,0.000008931618,0.00001479604,7.377537e-7,0.001494793],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04755109,"threshold_uncertainty_score":0.09454864,"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."}}