{"id":"W2054320689","doi":"10.1007/s10472-006-9035-0","title":"A formal mathematical framework for modeling probabilistic hybrid systems","year":2007,"lang":"en","type":"article","venue":"Annals of Mathematics and Artificial Intelligence","topic":"Formal Methods in Verification","field":"Computer Science","cited_by":7,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Computer science; Probabilistic logic; Hybrid system; Dynamical systems theory; Theoretical computer science; Asynchronous communication; Semantics (computer science); Complex system; Artificial intelligence; Programming language; Machine learning","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":[0.004192119,0.001390406,0.001151,0.002121859,0.001423551,0.00361353,0.003337408,0.002212526,0.004070621],"category_scores_gemma":[0.007529924,0.00102756,0.002528297,0.001559412,0.00544096,0.006363166,0.002483079,0.004226587,0.0009586233],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001731556,"about_ca_system_score_gemma":0.001911438,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002776689,"about_ca_topic_score_gemma":0.002210318,"domain_scores_codex":[0.9979773,0.0007566207,0.0002115286,0.0002817783,0.0006319002,0.0001408165],"domain_scores_gemma":[0.9961596,0.002390026,0.0003651242,0.0004780024,0.0004812904,0.0001259852],"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":[0.000004555139,0.000007978995,0.00004368322,0.0000327779,0.00000939021,0.00004859269,0.00007907377,0.01661701,0.0002503943,0.979603,0.0003062384,0.002997347],"study_design_scores_gemma":[0.00001456111,0.00001747619,0.00003973461,0.00003505938,0.00001898968,0.000077742,0.00003111948,0.1096516,0.000318076,0.8814434,0.008333137,0.00001916159],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.0007345048,0.0002472494,0.9963625,0.0003001629,0.00004199351,0.00002106226,0.00004515053,0.00007271142,0.002174762],"genre_scores_gemma":[0.2277914,0.001837443,0.7613139,0.0004881984,0.0006565229,0.0006706091,0.0002965149,0.0001595821,0.0067859],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.004192119,"threshold_uncertainty_score":0.02217031,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2391051844002866,"score_gpt":0.4056549268499324,"score_spread":0.1665497424496457,"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."}}