{"id":"W4235369957","doi":"10.1007/978-3-319-32043-4_8","title":"Stochastic Spread","year":2016,"lang":"en","type":"book-chapter","venue":"Interdisciplinary applied mathematics","topic":"Mathematical and Theoretical Epidemiology and Ecology Models","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Stochastic process; Statistical physics; Stochastic modelling; Realization (probability); Population; Nonlinear system; Econometrics; Computer science; Ecology; Mathematics; Statistics; Physics; Biology","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","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0004448215,0.000641001,0.001668166,0.0001629762,0.0001495435,0.000009917268,0.000266681,0.001058656,0.006640457],"category_scores_gemma":[0.00009243938,0.0004073951,0.0004526935,0.00002050154,0.0008608383,0.00002590158,0.0008033791,0.0007881463,0.006419618],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009862742,"about_ca_system_score_gemma":0.00007067925,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":2.225884e-8,"about_ca_topic_score_gemma":4.056436e-7,"domain_scores_codex":[0.9975942,0.000007966935,0.001026985,0.0006032995,0.0002668151,0.0005007723],"domain_scores_gemma":[0.9972529,0.001117473,0.0003506892,0.0008639055,0.00007553398,0.0003394758],"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":[0.0002091002,0.0001868933,1.05288e-7,0.0008094948,0.0003650097,0.0000949071,0.0002157211,0.000001568266,0.00007256916,0.9939986,0.002080325,0.001965667],"study_design_scores_gemma":[0.0006170311,0.0002760798,4.161081e-7,0.00171941,0.0006192548,0.0006329234,0.00003680942,0.0007693121,0.00002868544,0.9937518,0.001109119,0.00043917],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00004075393,0.00007611934,0.1183083,0.001664688,0.0001834453,0.0007744237,0.00003797366,0.0001913335,0.8787229],"genre_scores_gemma":[0.06130095,0.00003638052,0.01062266,0.0007603735,0.0007442546,0.0001663602,0.00005873955,0.0002431561,0.9260671],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1076857,"threshold_uncertainty_score":0.9998378,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03066092267924147,"score_gpt":0.3037085496526621,"score_spread":0.2730476269734207,"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."}}