{"id":"W1494033576","doi":"10.19173/irrodl.v10i6.796","title":"Online learning as a strategic asset","year":2009,"lang":"en","type":"article","venue":"The International Review of Research in Open and Distributed Learning","topic":"Educational Innovations and Challenges","field":"Computer Science","cited_by":54,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Educational technology; Electronic learning; Asset (computer security); Computer science; Strategic planning; Distance education; Knowledge management; Business; Psychology; Mathematics education; Marketing; Computer security","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":[],"consensus_categories":[],"category_scores_codex":[0.003505867,0.00007204458,0.0001519939,0.0001319191,0.0001666298,0.0002620227,0.001589388,0.00002589821,0.00007924582],"category_scores_gemma":[0.0006048074,0.00005170337,0.00002610149,0.0007816798,0.00006534875,0.0003217311,0.0004418423,0.0006739615,0.0000128998],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000552976,"about_ca_system_score_gemma":0.0002147371,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001159944,"about_ca_topic_score_gemma":0.000007970081,"domain_scores_codex":[0.9983971,0.0003405696,0.0003006604,0.0002139226,0.0005704814,0.0001772648],"domain_scores_gemma":[0.9986241,0.000500601,0.0001200747,0.0001899465,0.000520286,0.000045011],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001213667,0.0002956756,0.001489293,0.0001823408,0.00001864741,0.00001009078,0.0001342967,0.0002230268,0.00008891497,0.9526324,0.001367885,0.04354529],"study_design_scores_gemma":[0.002106012,0.001617349,0.1415754,0.02578122,0.00001624488,0.0001800216,0.02444636,0.0526743,0.0002304782,0.5619567,0.1886676,0.0007482916],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.4180767,0.0445805,0.003061478,0.4691981,0.0001974133,0.001008042,0.00003133684,0.00006330443,0.06378306],"genre_scores_gemma":[0.9717909,0.026245,0.0007501489,0.0005768118,0.00004390494,0.00001790889,0.0001410272,0.000002801354,0.0004314659],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5537142,"threshold_uncertainty_score":0.2953506,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1899149634691522,"score_gpt":0.4968243631312689,"score_spread":0.3069093996621167,"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."}}