{"id":"W4403070854","doi":"10.54337/nlc.v11.8804","title":"Symposium 2: Networked learning & the challenges for Higher Education: Linking today with the future","year":2018,"lang":"en","type":"article","venue":"Proceedings of the International Conference on Networked Learning","topic":"E-Learning and Knowledge Management","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Assiniboine Community College","funders":"","keywords":"Engineering ethics; Computer science; Engineering","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":[0.001283603,0.000257237,0.000192173,0.00008026107,0.001053186,0.0005752939,0.002866647,0.000088944,0.00005100403],"category_scores_gemma":[0.00007833813,0.0001327906,0.0001203821,0.0003678904,0.0002661745,0.0002641717,0.0006117417,0.0008534154,0.00002279124],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007338845,"about_ca_system_score_gemma":0.000110447,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005716773,"about_ca_topic_score_gemma":0.00002322404,"domain_scores_codex":[0.9981621,0.00008020477,0.0002758571,0.0004970756,0.0006135144,0.0003712372],"domain_scores_gemma":[0.9975834,0.0002920362,0.0005896378,0.0002747385,0.001209219,0.00005094024],"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":[0.0001495966,0.0000719407,0.001969333,0.0000530507,0.0002047238,1.370053e-7,0.004586447,0.007756178,0.0002094391,0.9134737,0.01144075,0.06008473],"study_design_scores_gemma":[0.0003792252,0.0003896016,0.001511023,0.0008597914,0.00004796138,0.000008548499,0.002460663,0.0812453,0.0001167644,0.00502285,0.9076524,0.0003058575],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.03149042,0.001857356,0.01199819,0.4816943,0.008951091,0.001534008,8.342475e-7,0.0005441192,0.4619297],"genre_scores_gemma":[0.9620641,0.0002228748,0.001712759,0.0008392565,0.004342438,0.0001328864,0.000002657154,0.00002944768,0.03065361],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9305736,"threshold_uncertainty_score":0.8100362,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03297519387247223,"score_gpt":0.2670947467952818,"score_spread":0.2341195529228096,"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."}}