{"id":"W4411196803","doi":"10.52358/mm.vi22.471","title":"Open Universities 2.0: Leadership, Strategic Reset and The National Agenda","year":2025,"lang":"en","type":"article","venue":"Médiations et médiatisations","topic":"E-Learning and Knowledge Management","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Reset (finance); Political science; Strategic leadership; Public relations; Business; Leadership style","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001086997,0.0001083739,0.0001220719,0.0002796005,0.0008700457,0.0009660144,0.001044652,0.00004246852,0.00005592054],"category_scores_gemma":[0.0001465573,0.00009210142,0.00004179137,0.0008219953,0.000230103,0.000658053,0.0007182336,0.0001726005,0.00006041471],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001270087,"about_ca_system_score_gemma":0.000588206,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002522075,"about_ca_topic_score_gemma":0.0003277906,"domain_scores_codex":[0.9987237,0.000392901,0.000195769,0.0002854936,0.0002284637,0.0001736817],"domain_scores_gemma":[0.9986332,0.0007723984,0.00008907814,0.0002855354,0.0001854542,0.00003433188],"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":[0.000003222435,0.00002750335,0.0001932551,0.000008137111,0.00004462041,4.212208e-7,0.001709601,0.00160944,0.000001109626,0.9749073,0.02083548,0.0006599437],"study_design_scores_gemma":[0.006659956,0.0000755357,0.04487225,0.0001157627,0.0001357885,0.000006358759,0.03305718,0.2572378,0.00002492719,0.4619268,0.1952001,0.0006875579],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.0008248707,0.0003976002,0.1677546,0.0941835,0.0002566384,0.0006026424,0.00003107716,0.0001742297,0.7357748],"genre_scores_gemma":[0.9409559,0.00007256328,0.008211848,0.005137675,0.00003539826,0.0001110992,0.00003831547,0.000006309167,0.04543085],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9401311,"threshold_uncertainty_score":0.9315299,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1243483085457191,"score_gpt":0.3331071691679953,"score_spread":0.2087588606222762,"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."}}