{"id":"W1813799103","doi":"","title":"Levantine Arabic: A Surface Register Contrastive Study","year":2013,"lang":"en","type":"article","venue":"Studies in literature and language","topic":"Language, Linguistics, Cultural Analysis","field":"Arts and Humanities","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Modern Standard Arabic; Arabic; Linguistics; Variety (cybernetics); Arabic languages; Taxonomy (biology); Diglossia; Palestine; History; Computer science; Ancient history; Artificial intelligence; Philosophy; Botany","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001599632,0.0002276692,0.0004136908,0.00007011973,0.0001832167,0.0003108154,0.0001060702,0.00003757708,0.0004593179],"category_scores_gemma":[0.0002882088,0.0001350375,0.00006010898,0.00009283893,0.0002786973,0.0002095174,0.0001021561,0.0002265017,0.00003920355],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000210048,"about_ca_system_score_gemma":0.000003944032,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008906294,"about_ca_topic_score_gemma":0.003524651,"domain_scores_codex":[0.9989188,0.00008331466,0.0002778577,0.0003201752,0.0001457419,0.0002540927],"domain_scores_gemma":[0.9992633,0.0001281559,0.00008092019,0.0001984442,0.0002855476,0.00004364952],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00002091986,0.0001351035,0.002858146,0.00009071624,0.0003559627,0.0002730434,0.9803566,0.000001302963,0.00008978178,0.008642922,0.006532841,0.0006426381],"study_design_scores_gemma":[0.001762668,0.0003456042,0.005197146,0.000464967,0.0002481722,0.00001500388,0.9631206,0.00005435035,0.00003970365,0.002505056,0.02556213,0.0006846094],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9473568,0.02626351,0.000001419384,0.000408059,0.0004290443,0.0004607715,0.0000443142,0.00005730899,0.02497883],"genre_scores_gemma":[0.9697531,0.0001044232,0.00006736632,0.0005023455,0.0008233558,0.00002950802,0.00002208346,0.00001327219,0.02868454],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02615909,"threshold_uncertainty_score":0.550667,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02852957402755036,"score_gpt":0.290622827310286,"score_spread":0.2620932532827356,"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."}}