{"id":"W4400949239","doi":"10.1103/physreve.110.014305","title":"Integrate-and-fire model of disease transmission","year":2024,"lang":"en","type":"article","venue":"Physical review. E","topic":"COVID-19 epidemiological studies","field":"Mathematics","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Transmission (telecommunications); Computer science; Telecommunications","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002844839,0.0001413282,0.0005273931,0.00001059733,0.00002962836,0.000006165297,0.00009981729,0.00001805627,0.00002260022],"category_scores_gemma":[0.00171815,0.00007923121,0.0002436331,0.0001296777,0.00008094649,0.00004571111,0.00006888508,0.0001473833,0.00002009421],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002152579,"about_ca_system_score_gemma":0.0000275295,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005068001,"about_ca_topic_score_gemma":2.275951e-7,"domain_scores_codex":[0.9991126,0.00007973785,0.000276784,0.0002464743,0.000150909,0.000133506],"domain_scores_gemma":[0.9982365,0.001394655,0.00004095637,0.0001765799,0.00002795714,0.0001233281],"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":[0.0000390263,0.0003703909,0.0001158334,0.03251212,0.00009096802,0.000007520672,0.0003566964,0.00004491574,0.001639207,0.6639109,0.02032172,0.2805907],"study_design_scores_gemma":[0.00003940718,0.00003214005,0.0000793974,0.003835888,0.0002022452,1.202337e-7,0.000002909396,0.184027,0.00008130779,0.8047132,0.006882685,0.0001036999],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4379457,0.4031248,0.106181,0.04736715,0.000121181,0.001864397,0.0001108385,0.0006339336,0.002650993],"genre_scores_gemma":[0.955758,0.0420217,0.001329764,0.0006647287,0.00005310715,0.00004898488,0.000002122621,0.00001442212,0.0001071787],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5178123,"threshold_uncertainty_score":0.3230955,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2444059050922142,"score_gpt":0.4883815876556296,"score_spread":0.2439756825634154,"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."}}