{"id":"W2130428886","doi":"10.1007/s00453-014-9955-8","title":"Online Bin Packing with Advice","year":2014,"lang":"en","type":"article","venue":"Algorithmica","topic":"Optimization and Packing Problems","field":"Engineering","cited_by":51,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Bin packing problem; Advice (programming); Bin; Computer science; Theory of computation; Combinatorics; Mathematics; Algorithm; Programming language","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":[],"consensus_categories":[],"category_scores_codex":[0.00006026307,0.000102855,0.00009915698,0.00005204569,0.00003693264,0.00002889722,0.000085474,0.00004325614,0.00008048592],"category_scores_gemma":[0.000008876626,0.00008867042,0.00001781765,0.0001734172,0.0000164564,0.00006906506,0.00001053295,0.0001071705,0.00007541384],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001431045,"about_ca_system_score_gemma":0.000005637155,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009371729,"about_ca_topic_score_gemma":0.0000157267,"domain_scores_codex":[0.999512,0.00001257822,0.0001038359,0.0001086467,0.00009418192,0.000168792],"domain_scores_gemma":[0.999701,0.00003190213,0.00001655768,0.0001611361,0.00003122523,0.00005821874],"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":[0.00001256649,0.0001345743,0.001035824,0.0001636049,0.0001415845,0.00001071897,0.0008034272,0.7050321,0.0008184609,0.002658922,0.009473987,0.2797143],"study_design_scores_gemma":[0.000414451,0.00005060025,0.0004550545,0.00004866202,0.00001250164,0.00001249549,0.00002403482,0.8925601,0.0008245139,0.0001117489,0.1052563,0.000229579],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03080973,0.0002336746,0.881315,0.0008095019,0.0009016106,0.0003141669,0.00003601439,0.00382871,0.08175158],"genre_scores_gemma":[0.8672453,0.00003362047,0.1311037,0.0003724187,0.0003173375,0.000008727729,0.00007700394,0.00007988106,0.0007620708],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.8364356,"threshold_uncertainty_score":0.3615875,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005320935873254548,"score_gpt":0.1880935076917519,"score_spread":0.1827725718184973,"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."}}