{"id":"W4413853413","doi":"10.52058/2786-4952-2025-8(54)-2015-2023","title":"DOUBLE HELIX CURRICULUM AS AN INNOVATIVE MODEL OF MEDICAL EDUCATION: THEORETICAL REFLECTIONS AND PRACTICAL ANALYSIS OF THE ADVANTAGES OF AN INTEGRATED APPROACH","year":2025,"lang":"uk","type":"article","venue":"Перспективи та інновації науки","topic":"Biomedical and Engineering Education","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Curriculum; Helix (gastropod); Engineering ethics; Mathematics education; Engineering; Computer science; Sociology; Psychology; Pedagogy","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004725399,0.0003271932,0.000191483,0.0008869126,0.001934373,0.005470491,0.0009793638,0.001811299,0.002707355],"category_scores_gemma":[0.004572659,0.0001780717,0.0003628247,0.0006054002,0.007251685,0.004113376,0.00625623,0.002533011,0.0002839554],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0071516,"about_ca_system_score_gemma":0.009626817,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00255223,"about_ca_topic_score_gemma":0.002615738,"domain_scores_codex":[0.9958411,0.00294187,0.00009405602,0.000170679,0.0005822307,0.0003700689],"domain_scores_gemma":[0.9973429,0.001599571,0.000199976,0.0001561409,0.0002419097,0.0004594997],"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":[0.00006687362,0.0006254893,0.003467157,0.0003551863,0.00001122958,0.0005038682,0.04761286,0.003078342,0.001127467,0.822759,0.003145797,0.1172468],"study_design_scores_gemma":[0.0002431271,0.001891309,0.0108353,0.002614226,0.00005785396,0.001955914,0.1475255,0.03058146,0.003694069,0.3265394,0.4739571,0.0001047188],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.3920422,0.004432284,0.1932026,0.05047702,0.0007955557,0.001138848,0.00005198744,0.0002528928,0.3576066],"genre_scores_gemma":[0.9275565,0.001301478,0.0601745,0.002240032,0.00006351546,0.0004021188,0.00002548548,0.00002333481,0.008213146],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.0071516,"threshold_uncertainty_score":0.05188876,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01454396299807239,"score_gpt":0.356950356698315,"score_spread":0.3424063937002427,"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."}}