{"id":"W4399999583","doi":"10.1016/j.comgeo.2024.102120","title":"Online class cover problem","year":2024,"lang":"en","type":"article","venue":"Computational Geometry","topic":"Optimization and Search Problems","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Carleton University","funders":"Science and Engineering Research Board; Natural Sciences and Engineering Research Council of Canada; Human Resource Development Group; Council of Scientific and Industrial Research, India","keywords":"Cover (algebra); Class (philosophy); Computer science; Artificial intelligence; Engineering","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0002336659,0.0001005221,0.00009312931,0.0003486518,0.00008370186,0.0004327637,0.0004326004,0.0000465153,0.0003559135],"category_scores_gemma":[0.00003032121,0.00009284722,0.00005980198,0.001353262,0.0000369057,0.0005086795,0.0001899425,0.0001698538,0.001728626],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000517976,"about_ca_system_score_gemma":0.0001983316,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002248032,"about_ca_topic_score_gemma":3.750206e-7,"domain_scores_codex":[0.9987786,0.00004171516,0.0002020838,0.0003544834,0.000421503,0.0002016177],"domain_scores_gemma":[0.9993096,0.0002418809,0.00002435003,0.0001776795,0.0001455702,0.000100941],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000001296233,0.0001132449,0.00008013123,0.00006253151,0.00003241809,0.00002661342,0.0001557149,0.5298159,0.0000146902,0.401502,0.03318131,0.03501416],"study_design_scores_gemma":[0.0001161241,0.00002417403,0.0006745383,0.00002933786,0.00000188062,0.00002139799,0.000004315597,0.8800277,0.000006810599,0.03599291,0.08299014,0.0001106477],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.0008681122,0.0003469787,0.9851341,0.003974225,0.0003866063,0.0001292512,0.00001832855,0.0004437655,0.008698683],"genre_scores_gemma":[0.4036723,0.000034768,0.5828684,0.002270761,0.0002282798,0.00001804159,0.0002197991,0.00002492602,0.01066267],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.4028042,"threshold_uncertainty_score":0.9990487,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02232847278315972,"score_gpt":0.2909673569588652,"score_spread":0.2686388841757055,"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."}}