{"id":"W2950057631","doi":"","title":"Is SP BP","year":2008,"lang":"en","type":"preprint","venue":"arXiv (Cornell University)","topic":"Constraint Satisfaction and Optimization","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Unification; Belief propagation; Probabilistic logic; Reduction (mathematics); Constraint (computer-aided design); Constraint satisfaction problem; Token passing; Computer science; Security token; Algorithm; Local consistency; Propagation of uncertainty; Theoretical computer science; Mathematics; Mathematical optimization; Artificial intelligence; Computer security","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00006510384,0.0001979223,0.0001809816,0.0002176252,0.0001441228,0.00008091371,0.0008652963,0.0002121969,0.0001771236],"category_scores_gemma":[0.0000107391,0.0002461163,0.0001638229,0.0004043826,0.00008190217,0.0003083394,0.0008669588,0.000351682,0.0002665177],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001301821,"about_ca_system_score_gemma":0.0002036423,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006977078,"about_ca_topic_score_gemma":0.00001610879,"domain_scores_codex":[0.9987792,0.00005589882,0.000132025,0.0007533699,0.00007616654,0.0002033907],"domain_scores_gemma":[0.9987271,0.00003300436,0.0001489079,0.0008472396,0.0001187596,0.0001249735],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0000220633,0.0001380215,0.01857871,0.00007319098,0.0001769025,0.000824706,0.001418169,0.6554354,0.00002026506,0.2930632,0.01535878,0.01489062],"study_design_scores_gemma":[0.0003698816,0.00001922677,0.005649006,0.00003775875,0.00002364696,0.00002271169,0.00002778904,0.9751778,0.0001005582,0.01225587,0.005853706,0.0004620386],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03097943,0.00001881128,0.9520226,0.0003409376,0.0006835763,0.0001506652,0.000009523313,0.0003182149,0.01547624],"genre_scores_gemma":[0.9903659,0.0006508697,0.005261726,0.0004845919,0.00004762247,3.096544e-7,0.000009551712,0.000009382394,0.003170068],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9593865,"threshold_uncertainty_score":0.9999991,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07663108943392101,"score_gpt":0.1821195092648328,"score_spread":0.1054884198309117,"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."}}