{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002890955,0.0007837508,0.0007935158,0.0008985868,0.0007510544,0.0034073,0.00172358,0.00189301,0.002496738],"category_scores_gemma":[0.01122903,0.00051658,0.001273636,0.0005265217,0.004627473,0.00632623,0.002673298,0.003705918,0.0007304463],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001325949,"about_ca_system_score_gemma":0.0009709274,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002363428,"about_ca_topic_score_gemma":0.001091346,"domain_scores_codex":[0.9989828,0.0005415881,0.00004105724,0.0001580033,0.0001563175,0.0001200387],"domain_scores_gemma":[0.9957117,0.002436004,0.0005005952,0.0007635349,0.0002539926,0.000334233],"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":[0.00003220932,0.00002786318,0.001370972,0.00004327911,0.00002259474,0.000156857,0.0004701468,0.04046959,0.001327222,0.9475051,0.0008677741,0.007706445],"study_design_scores_gemma":[0.00001306128,0.00004822199,0.000586617,0.00004408254,0.0000173569,0.0001535466,0.0001687687,0.2261001,0.0002988412,0.7684637,0.004075818,0.00002981438],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1820614,0.00152763,0.7827911,0.00789349,0.0003941378,0.0000422001,0.0001704429,0.0002151804,0.02490434],"genre_scores_gemma":[0.92006,0.001578663,0.07057244,0.001052881,0.0002676625,0.0001204444,0.0001056483,0.0002368501,0.006005423],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0034073,"threshold_uncertainty_score":0.01528901,"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."}}