{"id":"W2619369406","doi":"","title":"Proceedings of the 1st International Conference on Learning Analytics and Knowledge","year":2011,"lang":"en","type":"article","venue":"Learning Analytics and Knowledge","topic":"Online Learning and Analytics","field":"Computer Science","cited_by":63,"is_retracted":false,"has_abstract":true,"ca_institutions":"Athabasca University; University of British Columbia","funders":"","keywords":"Downtown; Analytics; Hospitality; Geography; Media studies; Library science; History; Archaeology; Sociology; Tourism; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.004963649,0.001553637,0.001984724,0.002195794,0.001393923,0.0126459,0.002683901,0.00247563,0.1373956],"category_scores_gemma":[0.01136811,0.0005156479,0.001302248,0.00281685,0.002197742,0.01095969,0.005684098,0.005296333,0.0701637],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001581213,"about_ca_system_score_gemma":0.003358629,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003183811,"about_ca_topic_score_gemma":0.003657274,"domain_scores_codex":[0.995477,0.001291319,0.0003408512,0.0007462602,0.001771806,0.0003727028],"domain_scores_gemma":[0.9930824,0.002449437,0.0002462277,0.001313605,0.001758578,0.001149642],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001416295,0.0001784017,0.0005506296,0.0006732077,0.00006289878,0.0001220922,0.0004551517,0.0002209938,0.001082337,0.009646972,0.6971703,0.2896954],"study_design_scores_gemma":[0.00001084007,0.00003492666,0.000544689,0.0004055851,0.00001902196,0.0001008326,0.0002885773,0.0007316601,0.0002556185,0.004847829,0.9927436,0.00001690543],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01081893,0.1770674,0.1422866,0.05028716,0.1165512,0.00124288,0.007184732,0.01296978,0.4815912],"genre_scores_gemma":[0.04703513,0.0804067,0.06855844,0.01456369,0.01915186,0.001315003,0.0298473,0.003217273,0.7359046],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1373956,"threshold_uncertainty_score":0.4596342,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04634664624734533,"score_gpt":0.2782937540162143,"score_spread":0.2319471077688689,"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."}}