{"id":"W4395672516","doi":"10.32942/x2mk83","title":"Dissecting transmission to understand parasite evolution","year":2024,"lang":"en","type":"preprint","venue":"","topic":"Parasite Biology and Host Interactions","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada; Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung","keywords":"Parasite hosting; Transmission (telecommunications); Evolutionary biology; Biology; Computer science; World Wide Web; Telecommunications","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":[0.0008191629,0.0006156382,0.0006494419,0.0007775546,0.0004857963,0.001332238,0.0008535348,0.001211818,0.002831377],"category_scores_gemma":[0.002357956,0.0002693975,0.0005553545,0.0005883393,0.00163819,0.004027494,0.001275349,0.001689905,0.0006216529],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008020748,"about_ca_system_score_gemma":0.0005968869,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002340761,"about_ca_topic_score_gemma":0.001399763,"domain_scores_codex":[0.9997556,0.00009536894,0.0000109254,0.00005353627,0.00004680587,0.00003777694],"domain_scores_gemma":[0.999429,0.0003102484,0.0001041446,0.00005779034,0.00004321458,0.00005554019],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.00005801643,0.00007511379,0.01190309,0.0004324112,0.0001089366,0.0004275514,0.0008968198,0.1080556,0.02702035,0.8015819,0.003171675,0.04626846],"study_design_scores_gemma":[0.00001138517,0.00005194581,0.00524052,0.00006754302,0.0000281141,0.0002827921,0.0003469204,0.2419263,0.002383774,0.7385257,0.01109611,0.000039024],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2607314,0.02228367,0.6674058,0.01389766,0.0007278182,0.00006049598,0.0004211779,0.0004568573,0.03401513],"genre_scores_gemma":[0.9110917,0.01231168,0.06951235,0.0009588148,0.0005018187,0.00005231539,0.0001953062,0.0001942618,0.005181803],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002831377,"threshold_uncertainty_score":0.009471893,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02205698845170756,"score_gpt":0.3539464431022017,"score_spread":0.3318894546504942,"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."}}