{"id":"W6884561344","doi":"10.1051/parasite/2023035/pdf","title":"Revealing the hidden diversity of","year":2023,"lang":"en","type":"article","venue":"Springer Link (Chiba Institute of Technology)","topic":"Parasite Biology and Host Interactions","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Masarykova Univerzita; St. Norbert College; Ministère des Forêts, de la Faune et des Parcs; Oklahoma State University","keywords":"Gyrodactylus; Nearctic ecozone; Fauna; Genetic diversity; Parasite hosting; Generalist and specialist species","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.0004702956,0.0002596405,0.0004332706,0.002663098,0.000652185,0.001521996,0.0003792177,0.0004530054,0.003400468],"category_scores_gemma":[0.001180999,0.0002368671,0.0002021757,0.002133718,0.0008444432,0.001337035,0.001806985,0.0004881232,0.001048779],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004734062,"about_ca_system_score_gemma":0.000408069,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003613885,"about_ca_topic_score_gemma":0.009314227,"domain_scores_codex":[0.9994177,0.00006317449,0.00002865644,0.0002823898,0.0001087621,0.00009933436],"domain_scores_gemma":[0.9992642,0.0001300889,0.0001722021,0.0001318517,0.0001667815,0.0001348159],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002905135,0.00005658704,0.7801221,0.0003989712,0.0003012692,0.0006651126,0.004922287,0.0009337314,0.1089483,0.006347787,0.003113103,0.09390028],"study_design_scores_gemma":[0.000005379936,0.0000758905,0.962504,0.0001264719,0.00008819418,0.0009150302,0.002697485,0.002629716,0.004497957,0.005570757,0.0208494,0.0000396584],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9731225,0.004028705,0.007511787,0.000394133,0.00005593268,0.00001519675,0.003161407,0.0001203811,0.01159001],"genre_scores_gemma":[0.9930092,0.0008317368,0.00254445,0.0001813856,0.00003462319,0.00001308361,0.002040885,0.00003002229,0.001314678],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003613885,"threshold_uncertainty_score":0.01137573,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02113880553806825,"score_gpt":0.2789653916809715,"score_spread":0.2578265861429033,"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."}}