{"id":"W4412427140","doi":"10.1002/edn3.70152","title":"Assessment of Environmental <scp>DNA</scp> Survey Design for the Detection of Freshwater Unionid Mussels","year":2025,"lang":"en","type":"article","venue":"Environmental DNA","topic":"Environmental DNA in Biodiversity Studies","field":"Environmental Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Stantec (Canada)","funders":"","keywords":"Environmental DNA; Biology; Fishery; Zoology; Ecology; Biodiversity","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0009843269,0.0004109684,0.0004361002,0.00008873801,0.0004988123,0.00001993953,0.0006912501,0.0001703764,0.0007207897],"category_scores_gemma":[0.00005572685,0.0003406474,0.0002532532,0.000194907,0.001526653,0.0002356476,0.0009064093,0.0002080066,0.0001116532],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007415086,"about_ca_system_score_gemma":0.000006815679,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001825475,"about_ca_topic_score_gemma":0.00009484197,"domain_scores_codex":[0.9972354,0.0003165409,0.0006144792,0.0006558443,0.0006766877,0.0005010582],"domain_scores_gemma":[0.9976159,0.001275537,0.0003535739,0.0006626404,0.000002158824,0.00009020171],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002837575,0.0004723551,0.5047374,0.00001941611,0.0001780927,0.000001077948,0.0002408173,0.00140743,0.4893298,0.00001031338,0.001178717,0.002396232],"study_design_scores_gemma":[0.0007351214,0.0002560642,0.7626096,0.00001313997,0.0001240379,0.000001650652,0.0008189984,0.0006170983,0.2295407,0.00008807464,0.005074899,0.0001205929],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9818982,0.0003569121,0.01387275,0.0000528023,0.0003410598,0.001558454,0.001138201,0.00002698733,0.0007546191],"genre_scores_gemma":[0.9928291,0.0005111021,0.004757809,0.0001360662,0.0000193897,0.0001186777,0.00009459761,0.0000317154,0.001501585],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2597891,"threshold_uncertainty_score":0.9999046,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01615874845178515,"score_gpt":0.2250353503531219,"score_spread":0.2088766019013368,"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."}}