{"id":"W4286669951","doi":"10.20414/tsaqafah.v21i1.5448","title":"KHUTTAH `ILAJIYYAH `ALA ASÂS NAZARIYYAH TAHLÎL AL-AKHT‘ AL-LUGAWIYYAH FÎ TA`LÎM AL-LUGAH AL-`ARABIYYAH","year":2022,"lang":"en","type":"article","venue":"El-Tsaqafah Jurnal Jurusan PBA","topic":"Linguistic, Cultural, and Literary Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Encana (Canada)","funders":"","keywords":"Remedial education; Arabic; Curriculum; Field (mathematics); Computer science; Second language; Linguistics; Error analysis; Mathematics education; Pedagogy; Psychology; Mathematics; Philosophy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00108472,0.0005069137,0.0004063999,0.0007092958,0.004684956,0.003088463,0.0003573782,0.0009019124,0.03588716],"category_scores_gemma":[0.002033508,0.0002858085,0.0002893365,0.0007721746,0.00131111,0.001687968,0.001759795,0.001770496,0.009726414],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001850866,"about_ca_system_score_gemma":0.003390924,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003945705,"about_ca_topic_score_gemma":0.006298748,"domain_scores_codex":[0.9995473,0.0001005417,0.00004107073,0.00006086009,0.0001598073,0.00009035703],"domain_scores_gemma":[0.9990281,0.0002883267,0.0001250958,0.00007264223,0.000373205,0.0001126247],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001076971,0.0006296164,0.04931035,0.00261284,0.0001127963,0.004909499,0.05898143,0.00124272,0.03561477,0.1158504,0.1333191,0.5963395],"study_design_scores_gemma":[0.00006285289,0.0002703925,0.03638251,0.0006571172,0.0000546587,0.00453303,0.03042848,0.001305016,0.01183002,0.006866685,0.9075114,0.00009778103],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3347114,0.01336103,0.0106864,0.0267446,0.004631556,0.0002923935,0.0006804359,0.0006056339,0.6082866],"genre_scores_gemma":[0.717711,0.009084222,0.01121713,0.003497178,0.0006946315,0.0001660758,0.0004999606,0.0001999353,0.2569299],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03588716,"threshold_uncertainty_score":0.1200545,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02103801811979436,"score_gpt":0.3187499845379993,"score_spread":0.2977119664182049,"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."}}