{"id":"W4232457545","doi":"10.1145/3371394.3371398","title":"ICER 2019 review","year":2019,"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":"","funders":"","keywords":"Attendance; Medical education; Library science; Medicine; Political science; Computer science; Law","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0003574001,0.0001129085,0.000194815,0.00003692856,0.00003899613,0.00005816999,0.001295766,0.00004294443,0.001187306],"category_scores_gemma":[0.0003058169,0.00009475819,0.00008728066,0.0002034058,0.00001312588,0.00005466278,0.0004455391,0.0001988561,0.02623338],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001293406,"about_ca_system_score_gemma":0.00003504947,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001805967,"about_ca_topic_score_gemma":2.910344e-7,"domain_scores_codex":[0.9989791,0.00006623669,0.0001825031,0.0003165464,0.0002255568,0.0002300779],"domain_scores_gemma":[0.9984043,0.0001475097,0.00008293013,0.001235104,0.00005926562,0.00007092162],"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":[0.000001838093,0.00006126304,0.001338448,0.0002562896,0.00001962753,0.00001842272,0.00005704135,0.00005852107,0.0001185067,0.006775348,0.9557931,0.03550155],"study_design_scores_gemma":[0.0001508247,0.00005024284,0.0004364974,0.000386595,0.000008629829,0.00001073902,0.000002868946,0.0007655969,0.0000483509,0.0006074905,0.99737,0.000162154],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.01794557,0.03297936,0.008260691,0.888275,0.001646044,0.0007683695,0.000005598238,0.001010547,0.04910884],"genre_scores_gemma":[0.2390643,0.02034577,0.1959516,0.1043512,0.0009868386,0.0000296114,0.00004337968,0.0001098505,0.4391176],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.7839239,"threshold_uncertainty_score":0.9997258,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007261097141783245,"score_gpt":0.2508526252975716,"score_spread":0.2435915281557883,"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."}}