{"id":"W7118080161","doi":"10.32014/2025.2518-1467.1056","title":"БЕЙНЕЛЕУ ӨНЕРІ ПƏНІН ОҚЫТУДА ЗАМАНАУИ ЦИФРЛЫҚ ҚҰРАЛДАРДЫ ҚОЛДАНУДЫҢ ƏДІСТЕМЕЛІК НЕГІЗДЕРІ","year":2025,"lang":"","type":"article","venue":"BULLETIN OF THE NATIONAL ACADEMY OF SCIENCES OF THE REPUBLIC OF KAZAKHSTAN ( THE BULLETIN)","topic":"Military Technology and Strategies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Universitat Politècnica de València; Canadian Centre for Applied Research in Cancer Control","keywords":"Identification (biology); Product (mathematics); Work (physics)","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":[0.002327792,0.0009559528,0.0006113902,0.002142279,0.00407317,0.01095346,0.001111124,0.002458538,0.02574602],"category_scores_gemma":[0.005531551,0.0007464006,0.0009161832,0.002261797,0.0084287,0.008673944,0.003944851,0.003336114,0.01018768],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003744305,"about_ca_system_score_gemma":0.005313894,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00616858,"about_ca_topic_score_gemma":0.0057142,"domain_scores_codex":[0.9972143,0.0007332565,0.0001715085,0.0005623052,0.001025782,0.0002928765],"domain_scores_gemma":[0.99771,0.0006447737,0.0002407903,0.0002865893,0.0008579607,0.0002597842],"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":[0.00009603832,0.00006214577,0.003063577,0.0006248013,0.00005700951,0.0006211676,0.007951533,0.001226092,0.002747224,0.8550808,0.02583785,0.1026317],"study_design_scores_gemma":[0.00003625875,0.00007612842,0.004167595,0.0006386522,0.00008158055,0.0009820485,0.009495539,0.001887716,0.003157067,0.3427832,0.6365697,0.0001244477],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.03241644,0.01461056,0.08752773,0.02094791,0.002508716,0.0002324807,0.0008818637,0.0006578,0.8402166],"genre_scores_gemma":[0.6450374,0.02185978,0.08186842,0.005158011,0.001661563,0.0006008368,0.001165079,0.0008026899,0.2418463],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.02574602,"threshold_uncertainty_score":0.08612901,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02039007111359869,"score_gpt":0.2652772202645279,"score_spread":0.2448871491509292,"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."}}