{"id":"W6977200417","doi":"10.6073/pasta/029b089ae5fbad09515c19e2e8bc3331","title":"A droplet digital polymerase chain reaction assay to detect rare helminth parasites infecting natural host populations (Vancouver Island 2023, University of Wisconsin Madison Laboratory colony 2024)","year":2025,"lang":"en","type":"dataset","venue":"Environmental Data Initiative","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Digital polymerase chain reaction; Polymerase chain reaction; Parasite hosting; Parasitology; Wildlife; Helminths; Host (biology); 18S ribosomal RNA","routes":{"ca_aff":false,"ca_fund":false,"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":[0.001074392,0.0009574887,0.0005120726,0.00153885,0.0006237508,0.0009395746,0.0009088948,0.0007532412,0.002072046],"category_scores_gemma":[0.001503284,0.0005435469,0.0003081679,0.001062593,0.0007098689,0.0003460691,0.000643241,0.0008679132,0.001559514],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001174147,"about_ca_system_score_gemma":0.001566017,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007642383,"about_ca_topic_score_gemma":0.0317839,"domain_scores_codex":[0.997558,0.0002835819,0.0001444452,0.0008908416,0.000980959,0.0001420956],"domain_scores_gemma":[0.9989918,0.0002818434,0.0001503949,0.0001123212,0.0003401308,0.0001235376],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001249395,0.0001726108,0.01337557,0.0002166882,0.00002847833,0.00007341545,0.0001646744,0.0003270942,0.9455661,0.0005315657,0.0009268977,0.03849202],"study_design_scores_gemma":[0.0001494399,0.001745435,0.06567477,0.0001374693,0.0001286135,0.001258094,0.0003145094,0.01635531,0.8643897,0.0006649159,0.04906935,0.0001124514],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"dataset","genre_scores_codex":[0.3844712,0.002268864,0.5750501,0.0005405926,0.0004994241,0.004350353,0.01100937,0.002788358,0.01902182],"genre_scores_gemma":[0.2714038,0.001357659,0.6911635,0.0008943576,0.00005834483,0.003586555,0.008966678,0.0001777818,0.02239139],"genre_candidate":"dataset","genre_consensus":null,"teacher_disagreement_score":0.9923576,"threshold_uncertainty_score":0.01519579,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01656659955538089,"score_gpt":0.2538055675558609,"score_spread":0.23723896800048,"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."}}