{"id":"W2595927383","doi":"10.1098/rstb.2016.0084","title":"Breaking beta: deconstructing the parasite transmission function","year":2017,"lang":"en","type":"article","venue":"Philosophical Transactions of the Royal Society B Biological Sciences","topic":"Evolution and Genetic Dynamics","field":"Biochemistry, Genetics and Molecular Biology","cited_by":128,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"All Souls College, University of Oxford; Natural Environment Research Council; Natural Sciences and Engineering Research Council of Canada; Directorate for Biological Sciences; British Ecological Society; Sight Research UK; University of Pennsylvania; James Hutton Institute; Horizon 2020; London School of Hygiene and Tropical Medicine; Provincia Autonoma di Trento; National Science Foundation; Ecological Society of America; Biotechnology and Biological Sciences Research Council; Pennsylvania State University","keywords":"Transmission (telecommunications); Function (biology); Computer science; Abstraction; Population; Ecology; Biology; Evolutionary biology; Telecommunications","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0005109158,0.0001194712,0.0001172316,0.000005699678,0.002498611,0.0000580238,0.0007996807,0.0001856201,0.00004327153],"category_scores_gemma":[0.00005265617,0.00005785866,0.0004105933,0.00008151718,0.002140038,0.000007398938,0.00006023086,0.0001959732,0.000001614858],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000008595041,"about_ca_system_score_gemma":0.00003936339,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003853066,"about_ca_topic_score_gemma":0.000008537697,"domain_scores_codex":[0.9989927,0.00009577411,0.0002033053,0.0003023159,0.0001949735,0.0002109701],"domain_scores_gemma":[0.9993387,0.00004567037,0.0001594417,0.0003520879,0.00004670884,0.00005741477],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0005666461,0.001035989,0.3101809,0.0001110427,0.0009135629,9.877054e-7,0.0005884091,0.07695483,0.336271,0.03408263,0.0006044968,0.2386895],"study_design_scores_gemma":[0.002074863,0.002281567,0.7417432,0.0001509838,0.000372794,0.00006086962,0.0008335427,0.1063382,0.03141223,0.1016496,0.01183442,0.00124777],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8250011,0.0004417736,0.1550438,0.0160614,0.0004285843,0.0002529157,0.00002070532,0.000021737,0.002727962],"genre_scores_gemma":[0.99803,0.0001308604,0.001302064,0.0002911097,0.0001555538,0.000008078206,0.000002249838,0.000003830251,0.00007626584],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4315623,"threshold_uncertainty_score":0.9988,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0358998268154097,"score_gpt":0.2898638802807094,"score_spread":0.2539640534652997,"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."}}