{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01079342,0.001079893,0.001907293,0.007721405,0.001519137,0.005344856,0.003402789,0.003965657,0.09374514],"category_scores_gemma":[0.03671497,0.0006460028,0.001860614,0.005851761,0.001011275,0.004266701,0.003010678,0.003771644,0.07789782],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005483205,"about_ca_system_score_gemma":0.01518113,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004103763,"about_ca_topic_score_gemma":0.009264039,"domain_scores_codex":[0.9939159,0.001196801,0.001123975,0.0004870312,0.002612295,0.0006640315],"domain_scores_gemma":[0.9578196,0.005440088,0.00365248,0.001213591,0.02877666,0.003097512],"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":[0.00007512976,0.00001604249,0.0001068261,0.005510394,0.00003883485,0.0000769638,0.00002877288,0.00003393496,0.0001077225,0.0009722797,0.9023711,0.09066205],"study_design_scores_gemma":[0.000007991761,0.00001171511,0.0002454009,0.004480636,0.00002257229,0.00009114304,0.0000183561,0.00000582458,0.00003553898,0.0001916246,0.9948836,0.000005575489],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0004935891,0.6133794,0.001421885,0.1076081,0.1710244,0.0007170388,0.005794385,0.0004848346,0.09907642],"genre_scores_gemma":[0.00410461,0.7433385,0.002033299,0.09658108,0.0490221,0.0009667166,0.009978492,0.0005510933,0.09342413],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.09374514,"threshold_uncertainty_score":0.3136088,"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."}}