{"id":"W2951260553","doi":"10.3934/jimo.2019049","title":"A stochastic model of contagion with different individual types","year":2019,"lang":"en","type":"article","venue":"Journal of Industrial and Management Optimization","topic":"Stochastic processes and statistical mechanics","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Stochastic modelling; Emotional contagion; Duration (music); Econometrics; Epidemic model; Mathematical economics; Computer science; Economics; Mathematics; Psychology; Statistics; Sociology; Social psychology; Demography; 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":[],"consensus_categories":[],"category_scores_codex":[0.0001676362,0.00008762041,0.0002379664,0.00009944956,0.00001919103,0.00002086709,0.00007502797,0.00005283145,0.00002606719],"category_scores_gemma":[0.00009083593,0.00005713489,0.00002430525,0.00007817601,0.00001518415,0.00008598883,0.00003772568,0.00009661757,2.238157e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001867785,"about_ca_system_score_gemma":0.00002987242,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":5.79209e-7,"about_ca_topic_score_gemma":4.335983e-7,"domain_scores_codex":[0.9992207,0.00001468757,0.000323035,0.00007481234,0.0002840424,0.00008268502],"domain_scores_gemma":[0.9992901,0.0001046795,0.000377724,0.00005995856,0.000122855,0.0000446997],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001027295,0.0002609354,0.00006943783,0.0002694009,0.0003849132,0.000004477711,0.0003259217,0.6645917,0.00003033902,0.325268,0.0002916374,0.007475945],"study_design_scores_gemma":[0.005888407,0.001736654,0.00001931699,0.0007595022,0.0008326019,0.00001836365,0.0004391273,0.922394,0.00009953015,0.06760819,0.000009280255,0.0001950399],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.05170903,0.00001997027,0.9476073,0.00007267274,0.0001116527,0.0002532477,0.000007625554,0.000004459852,0.0002139822],"genre_scores_gemma":[0.9479761,0.00004346872,0.05173228,0.0000227314,0.00005549986,0.000003079539,0.000003261421,0.00001185383,0.0001517939],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.896267,"threshold_uncertainty_score":0.2329893,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06554924076888881,"score_gpt":0.2691781641456882,"score_spread":0.2036289233767994,"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."}}