{"id":"W2255103731","doi":"","title":"Assessing Online Dialogue in Higher Education","year":2010,"lang":"en","type":"article","venue":"E-Learn: World Conference on E-Learning in Corporate, Government, Healthcare, and Higher Education","topic":"Online and Blended Learning","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Concordia University; Mount Saint Vincent University; Bishop's University","funders":"","keywords":"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":[0.008469175,0.0004159101,0.0005762024,0.002444419,0.001063606,0.004357812,0.0006328229,0.001789881,0.003010567],"category_scores_gemma":[0.04695758,0.000299266,0.0004042049,0.00104697,0.0005289539,0.003438158,0.002532586,0.001276833,0.001204273],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008448235,"about_ca_system_score_gemma":0.0008635477,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008918255,"about_ca_topic_score_gemma":0.001353611,"domain_scores_codex":[0.9899663,0.006623482,0.0006393662,0.0007043116,0.001713637,0.000352886],"domain_scores_gemma":[0.9422792,0.04451978,0.003465312,0.001009533,0.004847052,0.003879082],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002790881,0.004763904,0.6905142,0.0008030093,0.0002923705,0.0003195086,0.04253185,0.002208911,0.01269458,0.001252971,0.001559477,0.2402683],"study_design_scores_gemma":[0.0002444811,0.005512611,0.9044804,0.0005804364,0.0003269224,0.001015061,0.04460048,0.01811483,0.01198739,0.004024134,0.008882279,0.000230951],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9914503,0.0002891268,0.002544879,0.00007454304,0.0000279218,0.0001526751,0.00006898346,0.00005750195,0.005334135],"genre_scores_gemma":[0.9941086,0.0001862379,0.003784089,0.00009874931,0.00001936619,0.0001969027,0.0001304248,0.00001615258,0.001459545],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008469175,"threshold_uncertainty_score":0.04478985,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1112971808847183,"score_gpt":0.3722871307660033,"score_spread":0.260989949881285,"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."}}