{"id":"W2071927740","doi":"10.1016/j.ijpara.2012.05.002","title":"Random parasite encounters coupled with condition-linked immunity of hosts generate parasite aggregation","year":2012,"lang":"en","type":"article","venue":"International Journal for Parasitology","topic":"Evolution and Genetic Dynamics","field":"Biochemistry, Genetics and Molecular Biology","cited_by":27,"is_retracted":false,"has_abstract":false,"ca_institutions":"Carleton University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Biology; Parasite hosting; Immunity; Evolutionary biology; Immune system; Immunology; Computer science; World Wide Web","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003817123,0.0001670183,0.0002213335,0.0001191174,0.0001243893,0.00002803966,0.0002852732,0.0001559145,0.00004276795],"category_scores_gemma":[0.0001154209,0.0001462978,0.0001437465,0.00005739162,0.0001578944,0.00002274723,0.00003360138,0.0001382866,0.000008457944],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004427095,"about_ca_system_score_gemma":0.000104854,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000020668,"about_ca_topic_score_gemma":0.00007250321,"domain_scores_codex":[0.998796,0.000114641,0.0004102938,0.0001636534,0.0002334695,0.0002819658],"domain_scores_gemma":[0.998573,0.00005875377,0.000419895,0.0001629579,0.0006632344,0.0001221644],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.008351214,0.000696872,0.5073175,0.00003486228,0.002222769,0.00001866477,0.0005175389,0.01808534,0.454141,0.002024072,0.004026811,0.002563335],"study_design_scores_gemma":[0.04112157,0.004068214,0.7124559,0.0002434647,0.0006277123,0.007911281,0.0008263648,0.03805372,0.1433983,0.001854997,0.04757273,0.001865702],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8897192,0.0005615513,0.1075677,0.0002355636,0.001479741,0.0001996778,0.00006955051,0.000007339226,0.0001596961],"genre_scores_gemma":[0.9948921,0.000354098,0.002837566,0.0002842194,0.0006283117,0.00002978601,0.0006738954,0.00002006414,0.0002799172],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3107426,"threshold_uncertainty_score":0.596585,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01007579801948762,"score_gpt":0.3302087058827459,"score_spread":0.3201329078632583,"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."}}