{"id":"W6968667735","doi":"10.5281/zenodo.15632191","title":"SPECIFIC METHODOLOGICAL PRINCIPLES OF ORGANIZING DUAL EDUCATION AT THE \"INDUSTRY-ENTERPRISE-HIGHLIGHT\" LEVEL IN TRAINING ENGINEERS","year":2025,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Education, Innovation and Language Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Bombardier (Canada)","funders":"","keywords":"Dual (grammatical number); Training (meteorology); Samara; Dual purpose","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":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002488748,0.0000863204,0.0001289096,0.0002603731,0.001867286,0.0001781601,0.0004660902,0.00009077147,0.01266765],"category_scores_gemma":[0.003267912,0.00007439015,0.00003052798,0.001399695,0.0003184077,0.0001209752,0.0003508326,0.000285671,0.00008832243],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000278193,"about_ca_system_score_gemma":0.00003941452,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001390718,"about_ca_topic_score_gemma":0.00004993077,"domain_scores_codex":[0.9982017,0.0007719754,0.0002939978,0.0002300169,0.0002681481,0.0002341271],"domain_scores_gemma":[0.9989625,0.0001840704,0.0001118499,0.0002073882,0.0004858116,0.0000484157],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005869823,0.0003474065,0.0005777428,0.00007091469,0.00008039543,0.00000272158,0.23105,0.0001093086,0.006017306,0.404208,0.1399227,0.2175548],"study_design_scores_gemma":[0.0001480885,0.00001789209,0.0124498,0.0000451311,0.000005732615,0.000002882137,0.07538893,0.000008329821,0.000507616,0.0001983674,0.9111516,0.00007560946],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3390022,0.0005520885,0.003423285,0.01710936,0.0007540214,0.0007705091,0.00005147576,0.0003553971,0.6379817],"genre_scores_gemma":[0.9879245,0.0001713016,0.0009835006,0.0002479397,0.0001882588,2.009542e-7,0.0001437067,0.0001393443,0.01020128],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7712289,"threshold_uncertainty_score":0.9994321,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2546610018170541,"score_gpt":0.3848083494847772,"score_spread":0.1301473476677231,"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."}}