{"id":"W2053714321","doi":"10.1109/itw.2007.4313080","title":"Is SP BP?","year":2007,"lang":"en","type":"article","venue":"","topic":"Genome Rearrangement Algorithms","field":"Biochemistry, Genetics and Molecular Biology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Constraint satisfaction problem; Formalism (music); Markov random field; Constraint (computer-aided design); Markov chain; Constraint satisfaction; Computer science; Markov process; Theoretical computer science; Mathematical optimization; Discrete mathematics; Mathematics; Artificial intelligence; Combinatorics; Machine learning; Statistics; Probabilistic logic","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":[0.002314202,0.0004047565,0.001374702,0.0007265429,0.002035197,0.003017691,0.001627568,0.001620527,0.01434788],"category_scores_gemma":[0.0194293,0.0004911052,0.001406076,0.001127143,0.002356076,0.007897045,0.002658717,0.004492336,0.003010032],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007321003,"about_ca_system_score_gemma":0.001608554,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002831788,"about_ca_topic_score_gemma":0.001911092,"domain_scores_codex":[0.9967703,0.0007693082,0.0002252507,0.001152001,0.0006100271,0.0004730794],"domain_scores_gemma":[0.9895572,0.006289782,0.0005917357,0.001908119,0.001139585,0.0005137107],"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":[0.0002080062,0.0002135659,0.002345949,0.0003824393,0.0001370058,0.0003645522,0.0007760087,0.01130426,0.002130379,0.8268504,0.02157664,0.1337109],"study_design_scores_gemma":[0.0000147837,0.00002844772,0.0003425808,0.00001639034,0.00002264273,0.0001515051,0.0001792972,0.01780922,0.0007913982,0.9738893,0.006742402,0.00001202241],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1632764,0.0009597056,0.7033947,0.024842,0.001075748,0.0002777586,0.001517231,0.002162317,0.1024943],"genre_scores_gemma":[0.8104136,0.001080403,0.1550266,0.003839595,0.001485887,0.0003026957,0.003439561,0.0009169256,0.02349478],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01434788,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01118299735202151,"score_gpt":0.2612817501280841,"score_spread":0.2500987527760626,"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."}}