{"id":"W4386094226","doi":"10.1002/edn3.463","title":"Processes driving individual variation in environmental <scp>DNA</scp> deposition rates in <i>Daphnia magna</i>","year":2023,"lang":"en","type":"article","venue":"Environmental DNA","topic":"Environmental DNA in Biodiversity Studies","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"Natural Sciences and Engineering Research Council of Canada; Canada First Research Excellence Fund","keywords":"Daphnia magna; Biology; Environmental DNA; Abiotic component; Deposition (geology); Population; Intraspecific competition; Abundance (ecology); Daphnia; Biomass (ecology); Ecology; Zoology; Biodiversity; Zooplankton","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004587948,0.0001139877,0.0001719048,0.0003227434,0.0002038087,0.0003734104,0.0002252445,0.0002027894,0.0005798673],"category_scores_gemma":[0.0006167138,0.0001685925,0.0001459643,0.0001763643,0.0002630717,0.0001956421,0.0002507515,0.0002292049,0.000104231],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002851586,"about_ca_system_score_gemma":0.00009247306,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002481718,"about_ca_topic_score_gemma":0.004791337,"domain_scores_codex":[0.999798,0.00003598966,0.00001283949,0.0001000998,0.00003283409,0.00002031774],"domain_scores_gemma":[0.9994373,0.0001872873,0.0002065178,0.00006150862,0.0000681039,0.00003925373],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0002517261,0.00006653008,0.4080387,0.00008762202,0.0001991167,0.00008999099,0.0004307713,0.001901019,0.5763682,0.0002571445,0.0002949712,0.01201423],"study_design_scores_gemma":[0.00000158096,0.00004748307,0.991066,0.000002312855,0.00002106884,0.00004985022,0.00007605653,0.002355654,0.006100716,0.00005458324,0.0002178926,0.000006745034],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9983324,0.00005856212,0.001156163,0.00001663162,0.000002333737,0.000004250678,0.0001977608,0.000014347,0.0002174505],"genre_scores_gemma":[0.9992537,0.00001531134,0.0004503376,0.00001600195,0.000001169252,0.00000645682,0.0001196034,0.000004945227,0.0001322852],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002481718,"threshold_uncertainty_score":0.00493449,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008844783620425576,"score_gpt":0.1949271951012684,"score_spread":0.1860824114808428,"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."}}