{"id":"W4414770275","doi":"","title":"Digital transformation of certificates issued by universities for European competitiveness","year":2025,"lang":"en","type":"report","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Higher Education Learning Practices","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Optech (Canada)","funders":"","keywords":"Digital transformation; Employability; Work (physics); Higher education; White paper; Service (business); License; Financial services","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":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.01707887,0.0004773353,0.0003916813,0.00488281,0.002970418,0.01908941,0.001480923,0.00247621,0.01704653],"category_scores_gemma":[0.0523372,0.0002918129,0.0006385859,0.007433082,0.002735892,0.009304803,0.007543974,0.002373693,0.005454583],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008355372,"about_ca_system_score_gemma":0.01093386,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01049439,"about_ca_topic_score_gemma":0.007746823,"domain_scores_codex":[0.9828144,0.004681511,0.001073658,0.001484772,0.007286801,0.002658892],"domain_scores_gemma":[0.9842191,0.003410419,0.002140203,0.004001574,0.004507888,0.001720854],"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":[0.0001318439,0.00007316849,0.00473292,0.0002260751,0.00001823207,0.000506048,0.006544211,0.001540218,0.001082237,0.6414185,0.1211565,0.2225701],"study_design_scores_gemma":[0.0000196411,0.00005958407,0.00637797,0.000270398,0.000007233534,0.000225506,0.0028781,0.0005182055,0.001915777,0.01390554,0.9737606,0.00006146973],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.1171044,0.004656395,0.0122051,0.03727965,0.005591795,0.0001951099,0.002348121,0.001446396,0.819173],"genre_scores_gemma":[0.8122033,0.003095941,0.008375132,0.003622027,0.000908207,0.0000987403,0.003312083,0.0006964678,0.167688],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9809106,"threshold_uncertainty_score":0.09032279,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02653519935425544,"score_gpt":0.3065663983384938,"score_spread":0.2800311989842383,"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."}}