{"id":"W4383223417","doi":"10.33099/2617-1783/2023-47/143-153","title":"МЕТОДОЛОГІЧНІ ПІДХОДИ ДО ПРОЄКТУВАННЯ ІНТЕЛЕКТУАЛЬНОЇ АДАПТИВНОЇ СИСТЕМИ ІНШОМОВНОЇ ПІДГОТОВКИ ВІЙСЬКОВОСЛУЖБОВЦІВ ЗС УКРАЇНИ INTELLIGENT","year":2023,"lang":"uk","type":"article","venue":"Військова освіта","topic":"Cybersecurity and Information Systems","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Canadian Institute for Theoretical Astrophysics","keywords":"Computer science","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002336437,0.0009272043,0.0005524355,0.002156361,0.003197952,0.01120228,0.001301201,0.002547152,0.03376675],"category_scores_gemma":[0.006730559,0.0006697346,0.0009392845,0.001888435,0.006769989,0.008797818,0.003848742,0.002722883,0.01251246],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004117566,"about_ca_system_score_gemma":0.005159075,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005725989,"about_ca_topic_score_gemma":0.005238488,"domain_scores_codex":[0.996945,0.0008027398,0.0001862272,0.0006561291,0.001078322,0.0003316162],"domain_scores_gemma":[0.9965313,0.001101998,0.000312947,0.0005758623,0.001053581,0.0004243078],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0000971711,0.00006927182,0.002646224,0.0004442468,0.00005063222,0.0004629774,0.006678943,0.001310394,0.003796024,0.8865225,0.01447278,0.08344884],"study_design_scores_gemma":[0.00003962883,0.00007013859,0.005690666,0.000506706,0.00008882699,0.0006085443,0.007232735,0.003150632,0.004485435,0.4616937,0.5163161,0.0001169575],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.03637545,0.006138393,0.13639,0.01518792,0.001056084,0.000217534,0.0008342797,0.0007504655,0.8030497],"genre_scores_gemma":[0.6424351,0.009561105,0.120175,0.003031588,0.0007406511,0.0006984368,0.001230561,0.0008155848,0.2213119],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.03376675,"threshold_uncertainty_score":0.112961,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04660671205771522,"score_gpt":0.2750328123021946,"score_spread":0.2284261002444793,"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."}}