{"id":"W7083581359","doi":"10.5281/zenodo.17213672","title":"SYNERGY «SCHOOL + UNIVERSITY»: NEW HORIZONS OF INTEGRATION OF EDUCATIONAL PROGRAMS","year":2025,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Geodetic Measurements and Engineering Structures","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"ArcelorMittal (Canada)","funders":"","keywords":"Novelty; Curriculum; New horizons; Subject (documents); Modular design; Professional development; Higher education; Progressive education","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":[0.006060888,0.0004319686,0.0005023202,0.003135158,0.003073353,0.01227786,0.001510047,0.00192947,0.01054987],"category_scores_gemma":[0.006227971,0.0004031599,0.0007107835,0.001697962,0.008093435,0.01113621,0.01483488,0.002811134,0.001022393],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004288247,"about_ca_system_score_gemma":0.01433376,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001934301,"about_ca_topic_score_gemma":0.002552922,"domain_scores_codex":[0.994095,0.003476162,0.0001561951,0.0004251409,0.0009538669,0.0008936761],"domain_scores_gemma":[0.9948164,0.001382452,0.0003117918,0.0006839205,0.0003938426,0.002411624],"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":[0.0001300762,0.0004324999,0.0063044,0.0002366155,0.00003729234,0.0001650081,0.02018326,0.0009973121,0.0009173225,0.5774729,0.00591582,0.3872074],"study_design_scores_gemma":[0.0001283853,0.00110744,0.02178732,0.001030337,0.00008977477,0.0006166415,0.03835688,0.005193853,0.001205278,0.5716695,0.3587177,0.00009689727],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.2389071,0.01368498,0.09523498,0.05814335,0.001698946,0.0003565936,0.0001314715,0.00134291,0.5904996],"genre_scores_gemma":[0.9488218,0.001920186,0.02597893,0.00156868,0.0004258504,0.000178538,0.00008363745,0.0001172738,0.02090507],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.01227786,"threshold_uncertainty_score":0.03529286,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01579947916427497,"score_gpt":0.2036349425544879,"score_spread":0.187835463390213,"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."}}