{"id":"W2086325135","doi":"10.1145/2822363.2822364","title":"SIGCSE conference report","year":2015,"lang":"en","type":"article","venue":"ACM SIGCSE Bulletin","topic":"Online Learning and Analytics","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Computer science; Library 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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000692021,0.000159437,0.000199727,0.00006983738,0.00007680678,0.0001355317,0.001483458,0.00008021374,0.0001073556],"category_scores_gemma":[0.002220307,0.0001438619,0.00006719797,0.0002403248,0.00005644073,0.00009269969,0.0006692884,0.0002603516,0.001950167],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003203505,"about_ca_system_score_gemma":0.0002027701,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006782758,"about_ca_topic_score_gemma":0.000002938559,"domain_scores_codex":[0.9984273,0.0000888482,0.0002939613,0.0004550761,0.0004100222,0.0003247363],"domain_scores_gemma":[0.9977298,0.0001401643,0.0001548757,0.001444476,0.0002591298,0.0002715878],"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":[0.00002706162,0.0004165923,0.007228781,0.00003009651,0.00007226686,0.004346877,0.002130234,0.00133587,0.0002729034,0.02745411,0.8899997,0.0666855],"study_design_scores_gemma":[0.0005019246,0.0001485893,0.0003875426,0.00003025625,0.00001129816,0.0003865012,0.0001082496,0.009145306,0.0006362185,0.01296784,0.9753197,0.0003565043],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1451703,0.0007492123,0.2666958,0.4925433,0.002522256,0.0004578243,0.000006310484,0.002449059,0.08940592],"genre_scores_gemma":[0.8824242,0.00001914274,0.09169526,0.001193471,0.0002658482,0.000007082674,0.00000917773,0.00001693213,0.02436883],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7372539,"threshold_uncertainty_score":0.9988269,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05197395258689915,"score_gpt":0.2901810069703583,"score_spread":0.2382070543834592,"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."}}