{"id":"W4391090600","doi":"10.1145/3631461.3631557","title":"Renting Servers in the Cloud: Parameterized Analysis of FirstFit","year":2024,"lang":"en","type":"article","venue":"","topic":"Optimization and Search Problems","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"","keywords":"Server; Computer science; Cloud computing; Competitive analysis; Renting; Parameterized complexity; Online algorithm; Computer network; Distributed computing; Operating system; Upper and lower bounds; Algorithm; Mathematics","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":[0.0006396213,0.00003727763,0.00008839725,0.0002495998,0.00002168897,0.0001756523,0.0004361671,0.00001583626,0.0001026585],"category_scores_gemma":[0.00002731287,0.00002296828,0.00007724171,0.002752053,0.00001414001,0.0001767455,0.00007648419,0.00006092323,0.000009548718],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000007805296,"about_ca_system_score_gemma":0.00001792577,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009663995,"about_ca_topic_score_gemma":0.00006530557,"domain_scores_codex":[0.9993471,0.00008791924,0.0001541801,0.0001409823,0.0001701175,0.0000996852],"domain_scores_gemma":[0.9995319,0.0001749226,0.00001756157,0.0002398208,0.00002077893,0.00001502082],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000009024087,0.0001765584,0.00645392,0.000157698,0.0009949368,0.00005259565,0.0265847,0.1465365,0.0007476408,0.771922,0.003474934,0.04288949],"study_design_scores_gemma":[0.00005053822,0.00001043877,0.001014671,0.000008674665,0.0000185422,3.371918e-7,0.00008198099,0.9969282,0.00005102763,0.0006955274,0.001108155,0.00003194564],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.06379578,0.0001106752,0.9179582,0.005890824,0.0001859273,0.0001676917,0.000001615273,0.0001323537,0.01175691],"genre_scores_gemma":[0.9743998,0.0000200666,0.02491859,0.0002090422,0.000005434719,0.000005384579,0.000002614035,0.000001698428,0.000437339],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9106041,"threshold_uncertainty_score":0.1693819,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02975497764573961,"score_gpt":0.2957998667472194,"score_spread":0.2660448891014798,"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."}}