{"id":"W2999674635","doi":"10.1108/oth-10-2019-0070","title":"Contested ideas and possible futures for the university","year":2019,"lang":"en","type":"article","venue":"On the Horizon The International Journal of Learning Futures","topic":"Higher Education Governance and Development","field":"Social Sciences","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Futures contract; Underpinning; Legitimacy; Originality; Sociology; Value (mathematics); Epistemology; Futures studies; Positive economics; Social science; Economics; Political science; Qualitative research; Computer science; Engineering; Law; Politics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001235181,0.00006210338,0.00007522623,0.0000401122,0.000801723,0.0001503076,0.0006670437,0.00003297862,0.0001811595],"category_scores_gemma":[0.0004018527,0.00002929792,0.00007530264,0.0000809163,0.0001057113,0.0001076011,0.00003387512,0.0002603814,0.00001549437],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009595348,"about_ca_system_score_gemma":0.0002296915,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001576527,"about_ca_topic_score_gemma":0.0001182569,"domain_scores_codex":[0.9990037,0.0001713992,0.0001321741,0.00007030123,0.0005188906,0.0001034995],"domain_scores_gemma":[0.9978507,0.001414809,0.0003006651,0.00007292524,0.000328031,0.00003291893],"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":[0.001052959,0.00008693412,0.02638001,0.000006223745,0.000664828,0.000008949625,0.06052975,0.001329593,0.0006069663,0.729109,0.1236312,0.05659355],"study_design_scores_gemma":[0.0003648475,0.0001559777,0.03264041,0.00004607725,0.00001908411,0.000008669936,0.04840445,0.00002469612,0.0001338266,0.002439691,0.9157006,0.00006173738],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8819142,0.0008459469,0.0001955179,0.1085321,0.003252945,0.0002174361,0.000003084784,0.00001080522,0.005027979],"genre_scores_gemma":[0.9855753,0.0005455962,0.00007091302,0.0007446623,0.001109367,0.000001208909,5.405116e-7,0.000005048342,0.01194743],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7920693,"threshold_uncertainty_score":0.6166286,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01218666197905129,"score_gpt":0.2801746688891363,"score_spread":0.267988006910085,"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."}}