{"id":"W2173196140","doi":"10.3897/zookeys.539.6530","title":"Looking back on a decade of barcoding crustaceans","year":2015,"lang":"en","type":"review","venue":"ZooKeys","topic":"Identification and Quantification in Food","field":"Biochemistry, Genetics and Molecular Biology","cited_by":62,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"","keywords":"DNA barcoding; Barcode; Taxon; Identification (biology); Taxonomy (biology); Biology; Context (archaeology); Crustacean; Data science; Biodiversity; Evolutionary biology; Geography; Ecology; Computer science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002231575,0.0008718452,0.001371386,0.005637018,0.0006105131,0.00156733,0.001274572,0.001754642,0.004256684],"category_scores_gemma":[0.005791923,0.0004144925,0.00077232,0.005748368,0.001461897,0.004015481,0.001207359,0.001832476,0.003024713],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0010591,"about_ca_system_score_gemma":0.003014451,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003234315,"about_ca_topic_score_gemma":0.003866395,"domain_scores_codex":[0.9990389,0.0001653678,0.0001556522,0.0002341727,0.0003420675,0.00006386638],"domain_scores_gemma":[0.9966056,0.00169574,0.0003992895,0.0001378476,0.001020528,0.0001409936],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005653911,0.00002605927,0.000746622,0.02236612,0.00008144637,0.0002417562,0.0002354183,0.0003379453,0.002862426,0.006618715,0.01931576,0.9471112],"study_design_scores_gemma":[0.000003623927,0.00005221394,0.001565773,0.006985992,0.0001211914,0.0009179257,0.0001640546,0.00008134051,0.001858186,0.002231118,0.9859818,0.00003678811],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0003536149,0.9941255,0.001480444,0.001019098,0.0007106584,0.00001114457,0.0001066886,0.00003529733,0.002157534],"genre_scores_gemma":[0.002153897,0.993494,0.001846576,0.0008738153,0.0003612629,0.00001250578,0.0002168064,0.0000136069,0.001027502],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.005637018,"threshold_uncertainty_score":0.01424009,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.091980934097841,"score_gpt":0.3673816621444139,"score_spread":0.2754007280465729,"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."}}