{"id":"W2130506830","doi":"10.1109/tai.1997.632230","title":"A generic tool for distributed AI with matching as message passing","year":2002,"lang":"en","type":"article","venue":"","topic":"Evolutionary Algorithms and Applications","field":"Computer Science","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Acadia University","funders":"","keywords":"Computer science; Inference; Inference engine; Genetic programming; Theoretical computer science; Message passing; Matching (statistics); Computation; Artificial intelligence; Programming language; 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":[0.001819829,0.001009033,0.001181868,0.001591487,0.001384993,0.003528951,0.004358915,0.002663921,0.01774953],"category_scores_gemma":[0.003641181,0.0008808643,0.002174464,0.002370771,0.002634617,0.005320415,0.003501468,0.003389473,0.006590215],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001034071,"about_ca_system_score_gemma":0.001285453,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001175043,"about_ca_topic_score_gemma":0.0009516163,"domain_scores_codex":[0.9986749,0.0002720884,0.0001429341,0.0003136435,0.0004616757,0.0001347764],"domain_scores_gemma":[0.9991542,0.0002539394,0.00006253309,0.000391894,0.00007645015,0.00006097562],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000075605,0.00005337455,0.0001497249,0.0002253514,0.00005174205,0.0001948933,0.0002675435,0.01163575,0.004566696,0.8769448,0.0106936,0.09514087],"study_design_scores_gemma":[0.00008138376,0.00007020351,0.00008363837,0.000103613,0.00006153095,0.0004153516,0.0000475668,0.1272872,0.008573411,0.615396,0.2478337,0.00004645996],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.0003431606,0.00008527059,0.993239,0.0001600439,0.0001008376,0.00006842751,0.00007370868,0.003201189,0.00272828],"genre_scores_gemma":[0.0328354,0.0004508002,0.9535059,0.0004418912,0.0001990805,0.0005460538,0.000360488,0.001425281,0.01023518],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01774953,"threshold_uncertainty_score":0.05937803,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01602111604510606,"score_gpt":0.2392322152734072,"score_spread":0.2232110992283012,"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."}}