{"id":"W4392710158","doi":"10.1002/edn3.524","title":"<scp>DNA</scp> from dives: Species detection of humpback whales (<i>Megaptera novaeangliae</i>) from flukeprint <scp>eDNA</scp>","year":2024,"lang":"en","type":"article","venue":"Environmental DNA","topic":"Environmental DNA in Biodiversity Studies","field":"Environmental Science","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Raincoast Conservation Foundation; Fisheries and Oceans Canada","funders":"Fisheries and Oceans Canada","keywords":"Humpback whale; Fishery; Environmental DNA; Whale; Habitat; Biology; Porpoise; Whaling; Invasive species; Population; Cetacea; Geography; Ecology; Biodiversity; Harbour","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0002289632,0.0008072429,0.0006427903,0.0001303532,0.0004579742,0.0001585831,0.0008834705,0.0003245163,0.002567915],"category_scores_gemma":[0.00009203736,0.0008214807,0.0004490276,0.000287085,0.001776618,0.0008828983,0.00217778,0.0005451246,0.01024445],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001109118,"about_ca_system_score_gemma":0.000005189285,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007973666,"about_ca_topic_score_gemma":0.0001736554,"domain_scores_codex":[0.9953831,0.0001585717,0.0007484022,0.001596713,0.0012797,0.0008334491],"domain_scores_gemma":[0.9977068,0.0007964734,0.0002743542,0.0009048513,0.0000027209,0.0003148314],"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":[0.000007467565,0.0003541975,0.3073454,0.0000261342,0.000333435,0.00006330256,0.004798555,0.0001434599,0.679169,0.00001579426,0.004533742,0.003209492],"study_design_scores_gemma":[0.0004392584,0.0002158479,0.5866985,0.00007139972,0.0001509974,0.000005751858,0.005287839,0.0001106657,0.3495338,0.000487786,0.05682048,0.0001776515],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9848201,0.002438637,0.0003302745,0.00005442661,0.0009944066,0.000598941,0.002356892,0.0002331608,0.00817319],"genre_scores_gemma":[0.9912664,0.001575112,0.002279743,0.0002245045,0.0002967245,0.00004467017,0.0003410505,0.00009570971,0.003876077],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3296352,"threshold_uncertainty_score":0.9994236,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01090440697550725,"score_gpt":0.1866070781015608,"score_spread":0.1757026711260535,"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."}}