{"id":"W2475701456","doi":"10.4018/978-1-4666-2181-7.ch020","title":"Online Graduate Programs and Intellectual Isolation","year":2012,"lang":"en","type":"book-chapter","venue":"IGI Global eBooks","topic":"Higher Education Practises and Engagement","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Francis Xavier University; Nova Scotia Department of Agriculture","funders":"","keywords":"Isolation (microbiology); Flexibility (engineering); Context (archaeology); Graduate students; Discipline; Engineering ethics; Online learning; Graduate education; Medical education; Pedagogy; Sociology; Psychology; Computer science; Engineering; Medicine; Multimedia; Management; Social science","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003134161,0.0001869758,0.0001759609,0.00003445477,0.0003370237,0.0001305904,0.0001251551,0.0002183961,0.0002906377],"category_scores_gemma":[0.00005866945,0.0001878187,0.00006674403,0.00001855082,0.0001870369,0.00009171635,0.00006122311,0.0002637191,0.0001898489],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002114566,"about_ca_system_score_gemma":0.0001922044,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008158464,"about_ca_topic_score_gemma":0.001422019,"domain_scores_codex":[0.9988549,0.00005687711,0.0002128637,0.0002340068,0.0003624719,0.0002788292],"domain_scores_gemma":[0.9993322,0.00006616681,0.0001443203,0.0001491345,0.0001022222,0.000205891],"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":[0.000007249716,0.00002921548,0.00005578244,0.000007335396,0.00003717506,0.000001211453,0.004424023,8.065837e-8,4.522537e-7,0.8438891,0.00436787,0.1471805],"study_design_scores_gemma":[0.00009031883,0.00004848801,0.0001508491,0.00005130375,0.00007117703,0.000002638837,0.0008618055,0.000002046313,4.260552e-7,0.06757017,0.9309202,0.0002306048],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.001621201,0.0006616574,0.00008274746,0.0005543071,0.0008120594,0.0003963432,0.00002077137,0.0001083107,0.9957426],"genre_scores_gemma":[0.6474102,0.0004194706,0.0009723394,0.0004207806,0.001748041,0.0000211639,0.00003600633,0.00003579577,0.3489363],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9265523,"threshold_uncertainty_score":0.7659022,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1180658472391923,"score_gpt":0.3496673875476297,"score_spread":0.2316015403084374,"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."}}