{"id":"W2914303430","doi":"10.5539/ells.v9n1p106","title":"Broad Subjects in Arabic","year":2019,"lang":"en","type":"article","venue":"English Language and Literature Studies","topic":"Language, Linguistics, Cultural Analysis","field":"Arts and Humanities","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Nominative case; Noun phrase; Arabic; Linguistics; Subject (documents); Phrase; Position (finance); Computer science; Noun; Philosophy; World Wide Web; Business","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":[0.00136202,0.000497718,0.0003357028,0.002258643,0.003722738,0.004485192,0.0003474491,0.000723699,0.01230551],"category_scores_gemma":[0.0021635,0.0003202543,0.0001994308,0.001999042,0.003875409,0.006776164,0.003441733,0.001420738,0.002255015],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002342344,"about_ca_system_score_gemma":0.001634762,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003665101,"about_ca_topic_score_gemma":0.004065291,"domain_scores_codex":[0.9991448,0.0003350134,0.00006451854,0.0001503038,0.0001900413,0.000115189],"domain_scores_gemma":[0.9984458,0.0006698636,0.0002220961,0.0001932688,0.0003402758,0.0001287349],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001965142,0.00004390745,0.005444344,0.0003837988,0.00001557366,0.001439176,0.1142725,0.0002185304,0.01297492,0.7612358,0.004035432,0.09973956],"study_design_scores_gemma":[0.00006171957,0.0002489967,0.037344,0.0007165972,0.00006741584,0.002100795,0.07518353,0.00157971,0.008377424,0.2628671,0.6113331,0.0001196299],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.3798608,0.005621368,0.02315135,0.003561011,0.0002991581,0.0001255014,0.0003504383,0.0003464283,0.5866839],"genre_scores_gemma":[0.971927,0.001198458,0.003761559,0.0002583486,0.0001992867,0.00006678943,0.0001377038,0.0001104032,0.02234037],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.01230551,"threshold_uncertainty_score":0.04116601,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009085135564858281,"score_gpt":0.2335440589666175,"score_spread":0.2244589234017592,"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."}}