{"id":"W2260314682","doi":"","title":"Technologically Mediated Delivery in Higher Education: The Margin as a Site for Change","year":2011,"lang":"en","type":"article","venue":"EdMedia: World Conference on Educational Media and Technology","topic":"Online and Blended Learning","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Northern British Columbia","funders":"","keywords":"Margin (machine learning); Business; Computer 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007334011,0.0003020971,0.0003496199,0.001413765,0.006462538,0.02382456,0.001301736,0.004794025,0.0333112],"category_scores_gemma":[0.01441556,0.0003455489,0.0003054558,0.001373678,0.01705132,0.02519548,0.01130027,0.003727034,0.003717773],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005169161,"about_ca_system_score_gemma":0.005256734,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00147211,"about_ca_topic_score_gemma":0.001836294,"domain_scores_codex":[0.9938362,0.004129076,0.0001481529,0.0004957507,0.0009369589,0.0004536852],"domain_scores_gemma":[0.9872136,0.007292335,0.001103052,0.001680184,0.001180768,0.001530178],"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":[0.0001114218,0.0002052252,0.00252022,0.0001935297,0.00001450796,0.0001441862,0.02901113,0.0002373986,0.0008332207,0.8277438,0.01449067,0.1244946],"study_design_scores_gemma":[0.00006993079,0.0003508097,0.006924186,0.0009898812,0.00004085389,0.0003424708,0.05854585,0.001631442,0.001434856,0.5868201,0.3427751,0.00007446807],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1513143,0.01096106,0.02494008,0.1288631,0.001676683,0.0001136079,0.0001142463,0.0003783936,0.6816385],"genre_scores_gemma":[0.9686266,0.001287436,0.002764268,0.002615737,0.0004561832,0.00006087741,0.00001538686,0.0001594352,0.02401388],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0333112,"threshold_uncertainty_score":0.1114371,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.118186024066566,"score_gpt":0.3282566283695483,"score_spread":0.2100706043029822,"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."}}