{"id":"W7117556695","doi":"10.55796/dusuncevetoplum.1829164","title":"Yükseköğretimde Şikâyet Yönetiminin Dijitalleşmesi: Yapay Zekâ Destekli Sınıflandırma Sistemlerinin Performans Analizi","year":2025,"lang":"","type":"article","venue":"Düşünce ve Toplum Sosyal Bilimler Dergisi","topic":"Online Learning and Analytics","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Etobicoke General Hospital","funders":"","keywords":"Statistical analysis; Data association; Data collection","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":[0.003445539,0.000860096,0.0009350325,0.001771316,0.001016315,0.003368847,0.0007456139,0.0008330513,0.01280984],"category_scores_gemma":[0.009738822,0.0003933132,0.001476049,0.002215883,0.0007101626,0.001690804,0.001350882,0.001305176,0.002348334],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001416952,"about_ca_system_score_gemma":0.002292486,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01636114,"about_ca_topic_score_gemma":0.01522603,"domain_scores_codex":[0.9980223,0.0006022007,0.0001280963,0.0003514279,0.0006344126,0.0002615188],"domain_scores_gemma":[0.9948882,0.002646906,0.0004728157,0.0002725352,0.00142219,0.0002973673],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001717417,0.0006217306,0.4993318,0.00153431,0.0007392742,0.0006725836,0.006859185,0.01223775,0.004904888,0.006628654,0.01366858,0.4510838],"study_design_scores_gemma":[0.00009607786,0.001757504,0.826884,0.0009721206,0.001089626,0.001473896,0.02424734,0.06542651,0.01551875,0.01428735,0.04793021,0.000316632],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.915359,0.005652306,0.04574218,0.002072348,0.0002516143,0.000435159,0.00432049,0.0009417797,0.02522515],"genre_scores_gemma":[0.9632505,0.001707684,0.02228563,0.0001355201,0.00006088692,0.0002704928,0.003296267,0.0001341605,0.008858937],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01636114,"threshold_uncertainty_score":0.04285318,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01034999212006407,"score_gpt":0.2700766457161199,"score_spread":0.2597266535960558,"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."}}