{"id":"W2793509515","doi":"10.5539/jel.v7n2p293","title":"Use of Popular Culture Texts in Mother Tongue Education","year":2018,"lang":"en","type":"article","venue":"Journal of Education and Learning","topic":"Educational Methods and Analysis","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Turkish; Psychology; Curriculum; Action research; Popular culture; Mathematics education; Data collection; Descriptive statistics; Action (physics); Pedagogy; Perspective (graphical); Sociology; Linguistics; Computer science; Social science; Media studies; Artificial intelligence","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":[0.0009621618,0.00004072666,0.0001067348,0.0002018385,0.000144204,0.00004575176,0.00006019195,0.00004618483,0.000158063],"category_scores_gemma":[0.001448969,0.00003470253,0.00004004677,0.0003093374,0.00007851052,0.0002743305,0.000004686375,0.0001640364,0.000001788787],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004859804,"about_ca_system_score_gemma":0.0007418172,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006071997,"about_ca_topic_score_gemma":0.000144216,"domain_scores_codex":[0.9991051,0.0003725345,0.0002341847,0.00006051371,0.0001578318,0.00006984428],"domain_scores_gemma":[0.9990338,0.00006152581,0.0003306565,0.00003982292,0.000466482,0.00006769695],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001565168,0.0005738717,0.5397193,0.00001891459,0.00002898408,1.586011e-7,0.1285895,0.00003299103,0.001773637,0.01640507,0.003000057,0.3098419],"study_design_scores_gemma":[0.0001002708,0.0001077056,0.1275557,0.000256293,0.00004273602,0.000006635962,0.2221796,0.00002590578,0.0001011731,0.003522238,0.6459939,0.0001078062],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9922264,0.0008158079,0.0001382013,0.002539316,0.0005508801,0.00003744311,1.302657e-7,0.000001984684,0.003689859],"genre_scores_gemma":[0.9744524,0.000241279,0.01364361,0.0002112005,0.0008594395,0.000001092576,9.581448e-7,0.000003944021,0.01058611],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6429939,"threshold_uncertainty_score":0.1734655,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0464586089809259,"score_gpt":0.4246447306602745,"score_spread":0.3781861216793486,"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."}}