{"id":"W4388766330","doi":"10.51889/2959-5762.2023.79.3.001","title":"ДИРЕКТОРЛЫҚ ИНСТИТУТ HONORS COLLEGE АКАДЕМИЯЛЫҚ ҤСТЕМДІК БАҒДАРЛАМАСЫНЫҢ ПЕРСПЕКТИВАЛЫ БАҒЫТЫ РЕТІНДЕ","year":2023,"lang":"ru","type":"article","venue":"Habaršy. Pedagogika ġylymdary seriâsy","topic":"Central Asia Education and Culture","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Excellence; Principal (computer security); Competence (human resources); Professional development; Pedagogy; Political science; Sociology; Mathematics education; Psychology","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":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","insufficient_payload"],"category_scores_codex":[0.002064554,0.001645929,0.001629658,0.0007227229,0.003654792,0.0009167127,0.002586276,0.001502955,0.02028709],"category_scores_gemma":[0.0008251338,0.00167092,0.001243065,0.006709186,0.001448523,0.001724283,0.000734242,0.001685224,0.02472881],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009949962,"about_ca_system_score_gemma":0.003253947,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003504232,"about_ca_topic_score_gemma":0.005647049,"domain_scores_codex":[0.9877456,0.001234639,0.001878683,0.002518111,0.002708883,0.003914047],"domain_scores_gemma":[0.9937349,0.0005083936,0.001116821,0.001761638,0.0006997742,0.002178475],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003309548,0.001265006,0.01381571,0.0004660262,0.0005342956,0.0005616282,0.1023337,0.0001242343,0.001587446,0.03500082,0.8265402,0.01744],"study_design_scores_gemma":[0.001539638,0.0002935193,0.03792977,0.0002700392,0.0002726802,0.00005263735,0.1749297,0.0002393511,0.000448807,0.001576636,0.7804565,0.001990725],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6687457,0.004760798,0.00002873209,0.07301822,0.02157485,0.003834356,0.002259009,0.003380636,0.2223977],"genre_scores_gemma":[0.6383982,0.006652596,0.0002607874,0.003559404,0.005647252,0.0002773036,0.0009227621,0.0002888658,0.3439928],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1215951,"threshold_uncertainty_score":0.9997933,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05320140899631549,"score_gpt":0.3551908433800349,"score_spread":0.3019894343837194,"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."}}