{"id":"W2167855978","doi":"10.1007/3-540-11950-7_31","title":"Generalized density dynamics","year":2008,"lang":"en","type":"book-chapter","venue":"Lecture notes in physics","topic":"Quantum Information and Cryptography","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Dynamics (music); Statistical physics; Mathematics; Physics","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":[0.00005976087,0.0003573107,0.000381394,0.000158,0.00009856277,0.00008274144,0.0007197428,0.0003417036,0.00001725671],"category_scores_gemma":[0.00001387797,0.0003461658,0.0002479802,0.0001775387,0.00009330786,0.0002463135,0.0001877183,0.0006101443,0.0001123975],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001097087,"about_ca_system_score_gemma":0.0000934972,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001718443,"about_ca_topic_score_gemma":0.00008747866,"domain_scores_codex":[0.9986768,0.00001660466,0.0003249353,0.000349892,0.0003717182,0.0002599938],"domain_scores_gemma":[0.9987655,0.00008572861,0.0002178994,0.0007562324,0.0001064574,0.00006814574],"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":[0.000004537849,0.00001578233,0.00003942397,0.00002307485,0.00002767819,0.00002411006,0.0004774171,0.001295619,0.000003640784,0.8699203,0.0005108365,0.1276576],"study_design_scores_gemma":[0.0004067558,0.00004273622,0.0000598829,0.00007345554,0.00001326109,0.00003463524,4.032032e-7,0.1467016,0.0003770136,0.8201367,0.03142724,0.0007263343],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0001288636,0.0002133574,0.9048014,0.0002272748,0.0004635972,0.0001654009,0.00001157343,0.0001780146,0.09381057],"genre_scores_gemma":[0.5037932,0.006832892,0.4215969,0.03783313,0.005437401,0.00008952337,0.001732425,0.0005832312,0.02210129],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.5036643,"threshold_uncertainty_score":0.999899,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01286533396871582,"score_gpt":0.2172176627251692,"score_spread":0.2043523287564534,"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."}}