{"id":"W2007575282","doi":"10.5539/jel.v3n1p60","title":"Reading Arabic Shallow and Deep Genres: Indispensible Variables to Science of Reading","year":2014,"lang":"en","type":"article","venue":"Journal of Education and Learning","topic":"Reading and Literacy Development","field":"Psychology","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Durham University; Jazan University","keywords":"Semitic languages; Orthography; Reading comprehension; Reading (process); Linguistics; Comprehension; Psychology; Arabic","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.002094798,0.0004613221,0.0003903359,0.001127999,0.0005255553,0.001853488,0.0003854531,0.0004007255,0.003254211],"category_scores_gemma":[0.02237614,0.0002601291,0.0004521378,0.0007940854,0.001342487,0.001252511,0.001196323,0.0009512134,0.0003118386],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003709541,"about_ca_system_score_gemma":0.0004452144,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002116652,"about_ca_topic_score_gemma":0.003516476,"domain_scores_codex":[0.9973695,0.001109552,0.000248064,0.0003356281,0.0007992995,0.000137922],"domain_scores_gemma":[0.9607283,0.02438447,0.009273988,0.001878893,0.002291912,0.001442385],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000316538,0.0002678242,0.9540611,0.0001171032,0.0000789535,0.0002029896,0.008334079,0.00008256552,0.003297472,0.0006091039,0.00006516711,0.0325671],"study_design_scores_gemma":[0.000003810684,0.0002190973,0.9967032,0.00002473838,0.00003590421,0.00009606531,0.00186737,0.0001168795,0.0004446749,0.0002249183,0.0002575098,0.000005851984],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9972114,0.0004214901,0.0002778127,0.00006169274,0.000007034746,0.000009107389,0.0000253604,0.000003875031,0.001982268],"genre_scores_gemma":[0.9989712,0.0001901684,0.000388259,0.00002249521,0.00001411523,0.000008677179,0.00003149433,0.000002357832,0.0003711451],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003254211,"threshold_uncertainty_score":0.01107854,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01335385740825332,"score_gpt":0.3233581831305702,"score_spread":0.3100043257223169,"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."}}