{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02715819,0.0006103896,0.0005183791,0.003941934,0.004398429,0.007902206,0.002802892,0.001785585,0.008647341],"category_scores_gemma":[0.02729248,0.0006169239,0.001000732,0.003766528,0.01434384,0.004721429,0.005540324,0.003053126,0.00121854],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006861633,"about_ca_system_score_gemma":0.01254424,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003180315,"about_ca_topic_score_gemma":0.01041516,"domain_scores_codex":[0.977517,0.01712335,0.001049501,0.002059071,0.001401796,0.0008493231],"domain_scores_gemma":[0.9806768,0.01061481,0.00172351,0.002955528,0.003255819,0.0007735741],"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":[0.00006285743,0.0001523112,0.003053245,0.0004965534,0.00003118665,0.00007880743,0.02502418,0.0007015551,0.0009082145,0.9275926,0.00191354,0.03998484],"study_design_scores_gemma":[0.0001090946,0.000187993,0.009346275,0.0008503897,0.00007910648,0.0001653571,0.0620903,0.00390784,0.004180744,0.8101799,0.1088426,0.00006047578],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.05646539,0.001160563,0.8292313,0.00942874,0.0007157557,0.002835621,0.0004428067,0.0001473421,0.09957246],"genre_scores_gemma":[0.3875811,0.0005786688,0.5760379,0.0008720416,0.0001377461,0.008556639,0.0002797265,0.0000924955,0.02586365],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.02715819,"threshold_uncertainty_score":0.1436279,"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."}}