{"id":"W4308259557","doi":"10.19173/irrodl.v23i4.6472","title":"Book Review: The Distributed University for Sustainable Higher Education","year":2022,"lang":"en","type":"article","venue":"The International Review of Research in Open and Distributed Learning","topic":"University-Industry-Government Innovation Models","field":"Business, Management and Accounting","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Distance education; Computer science; Higher education; Educational technology; Sociology; Pedagogy; Mathematics education; Political science; Psychology","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00439325,0.00007939206,0.000157896,0.000123876,0.0007720386,0.0001575375,0.00131286,0.00002441348,0.002083794],"category_scores_gemma":[0.0007446947,0.0000600745,0.000046561,0.00117158,0.00009481933,0.000793637,0.00191169,0.0006670168,0.000005471682],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003932877,"about_ca_system_score_gemma":0.0001891296,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000628903,"about_ca_topic_score_gemma":0.000002566187,"domain_scores_codex":[0.9985319,0.0001806753,0.0002251964,0.0001915385,0.0006630045,0.0002077186],"domain_scores_gemma":[0.9984102,0.0003129083,0.0002723898,0.0001942591,0.0007988534,0.000011397],"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":[0.00007479396,0.00008231462,0.001809037,0.001833518,0.00002266746,0.000003839757,0.000005655234,0.0001535563,0.000002352948,0.1663729,0.8287096,0.0009298176],"study_design_scores_gemma":[0.0003345741,0.00001267797,0.001096001,0.001645721,0.00002198138,0.000001346872,0.002113433,0.0005801562,0.000001004644,0.001201092,0.9929259,0.00006614624],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.003974984,0.2134207,0.000827247,0.6954036,0.0003761808,0.007590417,0.0003117892,0.00005231075,0.0780428],"genre_scores_gemma":[0.4472861,0.1599298,0.00007528945,0.1298457,0.0009053132,0.0007082388,0.009428935,0.00007129753,0.2517493],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.5655578,"threshold_uncertainty_score":0.9988284,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05124033840686495,"score_gpt":0.3489508164072516,"score_spread":0.2977104780003866,"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."}}