{"id":"W3180503759","doi":"10.1111/oik.07837","title":"Parasite spread in experimental metapopulations: resistance, tolerance and host competence","year":2021,"lang":"en","type":"article","venue":"Oikos","topic":"Parasite Biology and Host Interactions","field":"Environmental Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ste. Anne's Hospital; McGill University","funders":"","keywords":"Biology; Metapopulation; Parasite hosting; Host (biology); Host resistance; Zoology; Ecology; Immunology; Demography; Population","routes":{"ca_aff":true,"ca_fund":false,"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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0000516249,0.00007251077,0.00009651282,0.00001687656,0.00009856133,0.00001651283,0.00006084194,0.00003917735,0.001421328],"category_scores_gemma":[0.00002064126,0.0000731898,0.00002054986,0.0001407674,0.0001086518,0.0001792687,0.00005536874,0.00008363347,0.0002413816],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005239216,"about_ca_system_score_gemma":0.000005394441,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000080707,"about_ca_topic_score_gemma":0.001788011,"domain_scores_codex":[0.9993941,0.00005054773,0.000121431,0.0002318417,0.00007057684,0.0001314754],"domain_scores_gemma":[0.9997482,0.00003737681,0.00003029135,0.0001394451,0.000003885944,0.00004076923],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002391838,0.0001029212,0.8822084,0.000001958483,0.00000525803,0.00003674112,0.0003216713,0.00004866395,0.1155433,0.0009093137,0.0004392186,0.0003585995],"study_design_scores_gemma":[0.0001935582,0.00001091649,0.9514104,0.00001839782,0.00000374826,0.00001844257,0.0001627381,0.0001248803,0.02350963,0.0001125026,0.02433039,0.0001043699],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.967092,0.0008488769,0.00004194467,0.0003449683,0.0001031395,0.00006329166,0.000007414778,0.00001394343,0.03148441],"genre_scores_gemma":[0.9924358,0.0000403491,0.001708851,0.0002748633,0.00001400281,0.0000232105,0.000008546067,0.000003713146,0.005490632],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09203368,"threshold_uncertainty_score":0.9994915,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0170721225565921,"score_gpt":0.317718662516336,"score_spread":0.3006465399597439,"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."}}