{"id":"W2895722176","doi":"10.1007/978-981-10-8046-3","title":"Theory of Hybrid Systems: Deterministic and Stochastic","year":2018,"lang":"en","type":"book","venue":"Nonlinear physical science","topic":"Aquatic and Environmental Studies","field":"Earth and Planetary Sciences","cited_by":21,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Computer science","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.0003404485,0.0001848446,0.0003379607,0.00004444449,0.000207587,0.00003486271,0.000325468,0.00002946039,0.0001511994],"category_scores_gemma":[0.00009170017,0.0001314496,0.00004478989,0.00007545041,0.00375185,0.00009482307,0.0000783596,0.0001208159,0.0003336398],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001366651,"about_ca_system_score_gemma":0.0001354305,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004182139,"about_ca_topic_score_gemma":0.000005618726,"domain_scores_codex":[0.9986058,0.0000279542,0.0001807648,0.0003841164,0.0005409135,0.0002603906],"domain_scores_gemma":[0.9991351,0.0003600231,0.0001449586,0.0001978089,0.00002500896,0.0001371512],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0006574805,0.0008948025,0.007439493,0.002686384,0.0006363308,0.0002559957,0.007138866,0.01441921,0.0005806907,0.0281043,0.01301369,0.9241728],"study_design_scores_gemma":[0.000702454,0.003036231,0.0260885,0.001034827,0.0005144425,0.0001334185,0.0006686312,0.8778876,0.0001689131,0.07103228,0.0167471,0.001985633],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3740371,0.00247203,0.004019208,0.0000313577,0.001358299,0.001081686,0.00150219,0.00008616032,0.615412],"genre_scores_gemma":[0.9576697,0.00002871005,0.0002621335,0.0000324992,0.0006375543,0.000001079477,0.00003430744,0.000006608997,0.04132738],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9221871,"threshold_uncertainty_score":0.9989594,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01407543185193375,"score_gpt":0.214844442550175,"score_spread":0.2007690106982413,"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."}}