{"id":"W3175773231","doi":"","title":"Systemic Behavior of Cooperative Search Algorithms","year":2002,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Advanced Database Systems and Queries","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; Polytechnique Montréal; Université du Québec à Montréal; University of Manitoba","funders":"","keywords":"Computer science; Relevance (law); Representation (politics); Space (punctuation); Theoretical computer science; Information exchange; Mechanism (biology); Mathematical optimization; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002744563,0.0003878858,0.0005741075,0.0006907604,0.0008208295,0.001705836,0.0008593091,0.001405739,0.002881577],"category_scores_gemma":[0.01630737,0.00034114,0.0004852978,0.0005070785,0.002090842,0.002172085,0.001782732,0.0009994855,0.0003305483],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001200088,"about_ca_system_score_gemma":0.001287066,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001403802,"about_ca_topic_score_gemma":0.001073576,"domain_scores_codex":[0.9979528,0.001123117,0.00006754012,0.0002816056,0.000409063,0.0001657697],"domain_scores_gemma":[0.9936365,0.004456948,0.0005618593,0.0005708224,0.0004962854,0.0002776522],"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":[0.000119456,0.0001335227,0.005135651,0.0001675846,0.0001245088,0.0003269601,0.001326558,0.3254744,0.008247236,0.6226211,0.001945146,0.03437792],"study_design_scores_gemma":[0.00006230622,0.00009548733,0.0008802679,0.00002078381,0.0000299447,0.00009727867,0.0001917622,0.7767606,0.001101803,0.2187424,0.00199785,0.00001946377],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3564719,0.0004746154,0.6133543,0.001465894,0.0000311308,0.0001652656,0.00006743216,0.0004119599,0.02755755],"genre_scores_gemma":[0.9605222,0.0001666814,0.03574923,0.0001218317,0.00001574792,0.0001744197,0.00004378674,0.00003764124,0.003168473],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002881577,"threshold_uncertainty_score":0.01451474,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01916340061527134,"score_gpt":0.263740366344034,"score_spread":0.2445769657287627,"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."}}