{"id":"W2943211855","doi":"10.1145/3329103.3329107","title":"ICER 2019 preview","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":"Fifteenth; Publishing; Library science; Media studies; Multimedia; Political science; Computer science; History; Sociology; Law; Classics","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.004055599,0.001377489,0.001125691,0.003384499,0.002304921,0.009959398,0.002136639,0.004052332,0.578459],"category_scores_gemma":[0.009898624,0.0005649367,0.001086622,0.002737646,0.0005290487,0.004481833,0.003508123,0.004494043,0.5045751],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002288005,"about_ca_system_score_gemma":0.003916046,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008016626,"about_ca_topic_score_gemma":0.01685066,"domain_scores_codex":[0.9976923,0.00016912,0.00009596138,0.0001642062,0.00142796,0.0004503996],"domain_scores_gemma":[0.992576,0.00075549,0.0003165586,0.0004273539,0.004187052,0.001737633],"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":[0.0000296983,0.00001097426,0.00002229171,0.00007183682,7.773562e-7,0.00001611638,0.000006983355,0.00002016098,0.00004647268,0.0004696422,0.9933528,0.005952299],"study_design_scores_gemma":[0.000006490098,0.000008739046,0.0001347127,0.00005283948,0.000001026731,0.00001347442,0.0000126206,0.00001648634,0.00004384463,0.0001710341,0.9995323,0.000006396136],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.0006747903,0.004897424,0.001944878,0.01843049,0.1362334,0.0005373969,0.02178519,0.00557767,0.8099188],"genre_scores_gemma":[0.002984213,0.00209073,0.0008868143,0.01038412,0.0203569,0.0003614534,0.01529454,0.002924717,0.9447166],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.578459,"threshold_uncertainty_score":0.601277,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007859121275715492,"score_gpt":0.244470938846106,"score_spread":0.2366118175703905,"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."}}