{"id":"W1532607861","doi":"10.5555/984720.984751","title":"Multiagent Systems for resource allocation in Peer-to-Peer systems","year":2004,"lang":"en","type":"article","venue":"","topic":"Peer-to-Peer Network Technologies","field":"Computer Science","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Hoarding (animal behavior); Resource allocation; Computer science; Peer-to-peer; Distributed computing; Resource (disambiguation); Computer network; Feeding behavior","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00194085,0.001104872,0.001336216,0.0007991947,0.001406993,0.002353424,0.002093219,0.002498776,0.004642183],"category_scores_gemma":[0.004710605,0.0005329217,0.0007733101,0.001133218,0.002282296,0.003366016,0.002066412,0.003048636,0.001188688],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001298978,"about_ca_system_score_gemma":0.001182012,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00177806,"about_ca_topic_score_gemma":0.001811805,"domain_scores_codex":[0.9978428,0.0009922547,0.0001384093,0.0002646938,0.0006776896,0.00008417531],"domain_scores_gemma":[0.9979306,0.001307128,0.0001904514,0.0002259482,0.0002425425,0.0001032223],"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":[0.00003837223,0.00005013902,0.0002987171,0.0004088701,0.00008099676,0.0003271723,0.0004421533,0.1354067,0.002778657,0.8056259,0.004872301,0.04967003],"study_design_scores_gemma":[0.00006082775,0.00006997913,0.0001624528,0.0001093809,0.00004320431,0.000203479,0.0001285311,0.4909764,0.001337329,0.4537897,0.05307531,0.00004347727],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.002305804,0.004991524,0.9809834,0.001186109,0.0003545759,0.000136737,0.00003148229,0.0002790053,0.009731413],"genre_scores_gemma":[0.2392735,0.006975545,0.739457,0.0006614149,0.001164288,0.001116309,0.0001491011,0.0001464073,0.01105649],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004642183,"threshold_uncertainty_score":0.01552969,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0277773558411719,"score_gpt":0.2698649554270844,"score_spread":0.2420875995859125,"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."}}