{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008416964,0.0002017255,0.0003247385,0.0001827153,0.000700582,0.0004263762,0.0008725998,0.0001833138,0.0002698852],"category_scores_gemma":[0.003044729,0.000237235,0.0001803881,0.0004542718,0.0005083975,0.0005825365,0.00008989833,0.000262103,0.00002043982],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003395507,"about_ca_system_score_gemma":0.0020251,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003439274,"about_ca_topic_score_gemma":0.0009434401,"domain_scores_codex":[0.9932602,0.004900765,0.0005140194,0.0003983388,0.0006658045,0.0002608468],"domain_scores_gemma":[0.9895537,0.00372666,0.0008143659,0.0005944961,0.005203264,0.0001075004],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008519504,0.001801071,0.003584981,0.002150736,0.000574953,0.000002297446,0.3921597,0.00003130264,0.001309886,0.301463,0.06501423,0.2318226],"study_design_scores_gemma":[0.0002123875,4.485373e-7,0.0004757603,0.0009519837,0.0000682704,5.880045e-7,0.008424329,0.0000365943,0.002934197,0.0001065971,0.9865752,0.0002136173],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.004498263,0.0008032733,0.02330641,0.01802122,0.0004041381,0.0005544291,0.0004672661,0.0001689926,0.951776],"genre_scores_gemma":[0.528892,0.001284705,0.001993265,0.00002618415,0.0000501478,0.00003013196,0.002309398,0.00004008482,0.4653741],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.921561,"threshold_uncertainty_score":0.9674161,"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."}}