{"id":"W4414761337","doi":"","title":"La transformation numérique des attestations émises par les universités au service de la compétitivité européenne","year":2025,"lang":"fr","type":"report","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Regional Development and Policy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Optech (Canada)","funders":"","keywords":"Western europe; Industrial Revolution; ESPACE","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":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.00843826,0.0004274061,0.0004417519,0.0003449603,0.002438356,0.0004314738,0.001074336,0.0006005022,0.0002742513],"category_scores_gemma":[0.001537889,0.0004983252,0.0002654156,0.001648804,0.001661612,0.0005517783,0.0002210278,0.0007006114,0.00007506002],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00100543,"about_ca_system_score_gemma":0.003987362,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.04666519,"about_ca_topic_score_gemma":0.08146401,"domain_scores_codex":[0.9817805,0.01586028,0.0005668649,0.0005214866,0.0006686935,0.0006021245],"domain_scores_gemma":[0.9882666,0.007201636,0.0005015503,0.0006192559,0.003096797,0.0003141883],"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":[0.00001672958,0.0005722751,0.01733045,0.0008529134,0.0002127914,0.00002429016,0.208839,0.000102075,0.0004023115,0.6201094,0.00439996,0.1471378],"study_design_scores_gemma":[0.0004547348,6.104826e-7,0.05065591,0.003447506,0.0001029805,0.00003992922,0.005499394,0.0007741205,0.001225233,0.0052205,0.9320415,0.0005375844],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1000609,0.000874857,0.02577535,0.0387607,0.0001978324,0.0004306572,0.0001474196,0.0001913746,0.8335609],"genre_scores_gemma":[0.700964,0.02278268,0.01110968,0.0002855937,0.0001110005,0.00006484523,0.001498587,0.00006566554,0.2631179],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9276415,"threshold_uncertainty_score":0.9997469,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04952040061213152,"score_gpt":0.2919604442975811,"score_spread":0.2424400436854495,"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."}}