{"id":"W2098392074","doi":"","title":"Multiple Relational Embedding","year":2004,"lang":"en","type":"article","venue":"","topic":"Human Pose and Action Recognition","field":"Computer Science","cited_by":33,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Embedding; Dimensionality reduction; Similarity (geometry); Simple (philosophy); Relation (database); Curse of dimensionality; Euclidean space; Computer science; Euclidean distance; Artificial intelligence; Pattern recognition (psychology); Nearest neighbor search; Space (punctuation); Mathematics; Data mining; Image (mathematics); Combinatorics","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":[0.00003845814,0.00002798567,0.00002320679,0.0000369125,0.00007499886,0.00003774125,0.0000808426,0.00001577298,0.0001162865],"category_scores_gemma":[0.00001202406,0.00002525202,0.00001905883,0.00007352905,0.000005076789,0.0004089099,0.00002340613,0.00003504126,0.000678128],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001843099,"about_ca_system_score_gemma":0.0000169041,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006176698,"about_ca_topic_score_gemma":0.000005260206,"domain_scores_codex":[0.999702,0.000004386354,0.00005787688,0.00009289579,0.00008023882,0.00006259297],"domain_scores_gemma":[0.9998426,0.00001918117,0.00001437972,0.00007706355,0.00002180021,0.00002500845],"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":[0.00000103932,0.00005419596,0.0003944579,0.000001917383,0.000006142002,0.000006036949,0.0002869796,0.003729145,0.00143362,0.9704695,0.0007992187,0.02281778],"study_design_scores_gemma":[0.003973106,0.0001484066,0.03850054,0.00006704916,0.000007721091,0.0001463274,0.0001138329,0.3162852,0.07170908,0.5005999,0.06763784,0.0008109975],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03007227,0.00000349884,0.9389215,0.0006298251,0.0001236912,0.00002578369,2.08856e-7,0.0001537516,0.03006951],"genre_scores_gemma":[0.8955049,8.591591e-7,0.1035027,0.0003740073,0.00004252472,0.000002290853,0.000002080912,0.000001371417,0.0005692599],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.8654326,"threshold_uncertainty_score":0.8716189,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02882295239329836,"score_gpt":0.258805626632454,"score_spread":0.2299826742391556,"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."}}