{"id":"W4391237423","doi":"10.24315/tred.1344790","title":"COMPARATIVE ANALYSIS of TOP-PERFORMING COUNTRIES in PISA and TURKIYE’S TEACHER COMPETENCES","year":2024,"lang":"en","type":"article","venue":"Trakya Eğitim Dergisi","topic":"Education Practices and Challenges","field":"Arts and Humanities","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Sample (material); Competence (human resources); Political science; Publishing; Sociology; Mathematics education; Psychology; Law; Social psychology; Physics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002010328,0.0001134595,0.0003042533,0.0003220304,0.00009693075,0.0001991675,0.00007842855,0.00003171484,0.002946183],"category_scores_gemma":[0.000008380736,0.0000918502,0.00006292837,0.0001391016,0.0002407157,0.0004450908,0.00001154918,0.000137612,0.00001471718],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001809034,"about_ca_system_score_gemma":0.00004709644,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006871825,"about_ca_topic_score_gemma":0.007057182,"domain_scores_codex":[0.999219,0.00004769748,0.0002611216,0.0001920746,0.0001438988,0.0001362053],"domain_scores_gemma":[0.9994143,0.0003314757,0.00006685199,0.00009865173,0.00005533046,0.00003336072],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00002428213,0.000130968,0.004799089,0.0001855832,0.0008798266,0.000008360345,0.5881447,0.00009280595,0.00002969493,0.4018246,0.001092955,0.002787162],"study_design_scores_gemma":[0.0003207689,0.0001732253,0.0191336,0.000250806,0.001146195,0.000005391551,0.6162078,0.01060036,0.0003499211,0.002286887,0.3490749,0.0004500712],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9035248,0.00945625,0.000004113393,0.001733027,0.0002038712,0.00006923715,0.00002405173,0.00003308525,0.08495153],"genre_scores_gemma":[0.9965412,0.000775818,0.00004774314,0.00007483608,0.0001236216,0.00001243584,0.0000120803,0.000004890364,0.002407365],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3995377,"threshold_uncertainty_score":0.9979653,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05876245815907423,"score_gpt":0.3261989588174032,"score_spread":0.267436500658329,"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."}}