{"id":"W4413053383","doi":"10.59890/ijatss.v3i7.68","title":"Improvement of Teacher Competence in Special Schools for Deaf and Intellectually Disabled Children to Enhance the Quality of Inclusive Education","year":2025,"lang":"en","type":"article","venue":"International Journal of Advanced Technology and Social Sciences","topic":"Child Development and Education","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Encana (Canada)","funders":"","keywords":"Special education; Competence (human resources); Documentation; Psychology; Certification; Medical education; Mainstreaming; Special needs; Human resources; Quality (philosophy); Pedagogy; Medicine; Computer science; Political science","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001158289,0.00004644435,0.0001369553,0.0003228651,0.0002489724,0.00002243334,0.0003878176,0.00005300716,0.000007230561],"category_scores_gemma":[0.001176717,0.00003620748,0.00002565425,0.000462872,0.0006328946,0.0001721337,0.00008245058,0.0001021152,8.257535e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009724953,"about_ca_system_score_gemma":0.0006927659,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001528101,"about_ca_topic_score_gemma":0.001016962,"domain_scores_codex":[0.9991752,0.00004089377,0.0003560493,0.0001028255,0.0002331785,0.00009188503],"domain_scores_gemma":[0.999069,0.0001854296,0.0003174763,0.00002783111,0.0003867694,0.00001347049],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001871034,0.0001909695,0.1161369,0.000008933401,0.00004987959,5.712743e-8,0.02322935,0.00001225669,0.005598404,0.4180015,0.0002468606,0.4363378],"study_design_scores_gemma":[0.0007016018,0.000279077,0.3630514,0.0002422238,0.00001717639,0.000001458483,0.09366968,0.000004521406,0.01391791,0.5226783,0.005277351,0.0001594151],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9679632,0.00013141,0.0004524897,0.02957281,0.0004546439,0.0002233236,0.000002177537,0.000002563635,0.001197375],"genre_scores_gemma":[0.9974964,0.0001381156,0.001946216,0.0001644231,0.0001577856,0.000008895564,5.127879e-7,9.30387e-7,0.0000867128],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4361784,"threshold_uncertainty_score":0.2331926,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01073381588062463,"score_gpt":0.4083974485443767,"score_spread":0.3976636326637521,"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."}}