{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006332335,0.0008740553,0.001251696,0.002015376,0.001101684,0.004098671,0.001126813,0.002571223,0.08848945],"category_scores_gemma":[0.003737316,0.0003393555,0.0005393665,0.003311991,0.0006447432,0.00362012,0.001334272,0.003075902,0.06353636],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001420368,"about_ca_system_score_gemma":0.00347182,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002446061,"about_ca_topic_score_gemma":0.007026149,"domain_scores_codex":[0.998921,0.0001028464,0.00004717956,0.0001390634,0.0007354612,0.00005453418],"domain_scores_gemma":[0.9972903,0.0006944783,0.0001602865,0.00009494372,0.001406241,0.0003539477],"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":[0.000003795963,0.000006628345,0.0000187061,0.0001239117,0.000002231911,0.000009085988,0.000007399251,0.00002643085,0.00004670929,0.0006538153,0.967258,0.03184337],"study_design_scores_gemma":[0.000003843329,0.00001002961,0.0001325452,0.0002055744,0.00000359362,0.00008883457,0.00001715842,0.00003753022,0.00004047386,0.000491098,0.9989647,0.000004717052],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"other","genre_scores_codex":[0.0007506913,0.5164504,0.002588865,0.07575788,0.1309637,0.0001826596,0.0009201451,0.0009024843,0.2714831],"genre_scores_gemma":[0.004445412,0.1734499,0.001426652,0.02567451,0.02713355,0.0001231534,0.001278553,0.0003588008,0.7661093],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.08848945,"threshold_uncertainty_score":0.2960267,"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."}}