{"id":"W4318820342","doi":"10.1108/oth-03-2023-126","title":"Guest editorial: The future of universities: view from the top","year":2023,"lang":"en","type":"editorial","venue":"On the Horizon The International Journal of Learning Futures","topic":"Higher Education Governance and Development","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"MacEwan University","funders":"","keywords":"Epistemology; Political science; Sociology; Engineering ethics; Philosophy; Engineering","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":[0.01098738,0.004638912,0.00567624,0.004897824,0.005537856,0.01591176,0.004804558,0.03023307,0.02402405],"category_scores_gemma":[0.03980747,0.001477427,0.003638002,0.002616831,0.003876488,0.006651042,0.002707519,0.0284626,0.01332148],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005483667,"about_ca_system_score_gemma":0.007030995,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002622457,"about_ca_topic_score_gemma":0.007176929,"domain_scores_codex":[0.9899263,0.001733774,0.0009321788,0.001072474,0.005316292,0.001019004],"domain_scores_gemma":[0.9621762,0.01239465,0.002359788,0.0008866804,0.01319138,0.008991294],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002633539,0.00001062342,0.00001728217,0.0001252361,0.000009879369,0.00009431606,0.00001113622,0.00001472729,0.00002520051,0.0002158298,0.9976936,0.001755801],"study_design_scores_gemma":[0.000103792,0.00004164956,0.0003427668,0.0008498937,0.0000621791,0.0003078736,0.0001606968,0.0002141867,0.0001015722,0.00157006,0.996205,0.00004030475],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.00001962555,0.002315357,0.00003243613,0.03905046,0.9577069,0.00001096797,0.00002995283,0.00002020943,0.0008140972],"genre_scores_gemma":[0.0003078836,0.001760762,0.00003795976,0.01596257,0.9769598,0.00001520292,0.0000134806,0.000019503,0.004922765],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.03023307,"threshold_uncertainty_score":0.0803684,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009238880404749695,"score_gpt":0.3019590758320064,"score_spread":0.2927201954272567,"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."}}