{"id":"W2002371774","doi":"10.1007/s00285-014-0791-x","title":"Disease invasion on community networks with environmental pathogen movement","year":2014,"lang":"en","type":"article","venue":"Journal of Mathematical Biology","topic":"Complex Network Analysis Techniques","field":"Physics and Astronomy","cited_by":42,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Victoria","funders":"Natural Sciences and Engineering Research Council of Canada; Banff International Research Station for Mathematical Innovation and Discovery; University of Central Florida; National Science Foundation","keywords":"Basic reproduction number; Perturbation (astronomy); Biology; Pathogen; Laplacian matrix; Cluster analysis; Community structure; Disease; Graph; Mathematics; Ecology; Combinatorics; Statistics; Genetics; Demography","routes":{"ca_aff":true,"ca_fund":true,"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":[0.00185906,0.0005744351,0.0007894829,0.002128169,0.0008719673,0.001826673,0.001445437,0.001938926,0.002978877],"category_scores_gemma":[0.0127849,0.0005683762,0.0008394108,0.001320006,0.001917025,0.003540582,0.002163082,0.001279105,0.0002999505],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009769733,"about_ca_system_score_gemma":0.0004657544,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002627247,"about_ca_topic_score_gemma":0.002641086,"domain_scores_codex":[0.9992107,0.0003884638,0.00002442318,0.0001458357,0.0001200168,0.0001104673],"domain_scores_gemma":[0.9900315,0.006537298,0.001789973,0.0003834461,0.0004529185,0.000804798],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002955796,0.0002048892,0.01189287,0.0002567385,0.000191182,0.001093316,0.0006581525,0.4455731,0.007958069,0.5086617,0.003529066,0.01968542],"study_design_scores_gemma":[0.00003242389,0.00004715039,0.002249158,0.00001495429,0.00003863821,0.0002395965,0.000116993,0.8680146,0.0003122647,0.1281223,0.0007905619,0.0000213756],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.662271,0.0009530149,0.3221854,0.002983337,0.0001283364,0.00008710576,0.000337841,0.000219733,0.01083428],"genre_scores_gemma":[0.9818871,0.0005232239,0.01142013,0.0001445312,0.0001224671,0.00006058721,0.00009559927,0.00002934493,0.005717124],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002978877,"threshold_uncertainty_score":0.00996536,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01135813388696835,"score_gpt":0.2384306036581265,"score_spread":0.2270724697711582,"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."}}