{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001376251,0.0000606482,0.00004059128,0.00002026705,0.00002178602,0.000007246053,0.0000844617,0.00005850443,0.0003491738],"category_scores_gemma":[0.000006203611,0.00005449771,0.00004031847,0.00004225843,0.00001728219,5.551572e-7,0.00004818789,0.00002382114,0.0001688908],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000004394552,"about_ca_system_score_gemma":0.000009296837,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008529285,"about_ca_topic_score_gemma":0.00001519274,"domain_scores_codex":[0.9995276,0.000003836994,0.00007763936,0.0001513497,0.00007018781,0.0001693607],"domain_scores_gemma":[0.9997185,0.000001793159,0.00001453758,0.0001873928,0.00002714626,0.00005057495],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00001671406,0.00003752825,0.009494917,0.000005441615,0.00004120348,0.000004477385,0.0000381567,9.52338e-7,0.9420378,0.0001510398,0.03214513,0.0160267],"study_design_scores_gemma":[0.0002043547,0.00006922352,0.0084451,7.931104e-7,0.000003911094,0.000005026189,0.00004912904,0.000005712393,0.5487539,0.00005141238,0.4423154,0.00009605835],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8393559,0.0003938041,0.02065608,0.0003217593,0.0001541015,0.0001153543,0.000003192784,0.00002019382,0.1389796],"genre_scores_gemma":[0.9727087,0.00004703453,0.005114014,0.001358217,0.0002516687,0.000001868089,0.00002395693,0.00001245044,0.02048207],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4101703,"threshold_uncertainty_score":0.3823209,"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."}}