{"id":"W4251016865","doi":"10.2174/1874136301005010045","title":"The Quest for a General and Reliable Fungal DNA Barcode","year":2011,"lang":"en","type":"article","venue":"The Open Applied Informatics Journal","topic":"Plant Pathogens and Fungal Diseases","field":"Biochemistry, Genetics and Molecular Biology","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Agriculture and Agri-Food Canada","funders":"Alfred P. Sloan Foundation","keywords":"Barcode; DNA barcoding; Computer science; Computational biology; DNA; Biology; Genetics; Evolutionary biology; Operating system","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":[0.01116923,0.001326862,0.003074339,0.003796459,0.001201665,0.004241454,0.003352273,0.005035084,0.002536196],"category_scores_gemma":[0.01362691,0.001208371,0.001162292,0.002414315,0.003834405,0.005373922,0.002810668,0.007067077,0.006951379],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001724302,"about_ca_system_score_gemma":0.003042777,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001348854,"about_ca_topic_score_gemma":0.001226749,"domain_scores_codex":[0.9927845,0.001636679,0.0004491065,0.001582757,0.003175354,0.0003715737],"domain_scores_gemma":[0.9865646,0.004307318,0.001428415,0.002385358,0.004612559,0.0007016485],"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":[0.0002483408,0.0001737023,0.002508359,0.003894391,0.00007514474,0.0002271255,0.0005650833,0.003024061,0.4642771,0.07444065,0.005805295,0.4447607],"study_design_scores_gemma":[0.000060413,0.001099488,0.004109397,0.001976133,0.0001655944,0.003335025,0.0008342382,0.03069042,0.534772,0.05657328,0.365916,0.0004679421],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.008224837,0.0137076,0.9702783,0.003547105,0.0005788739,0.0002170434,0.0005703174,0.001128292,0.001747553],"genre_scores_gemma":[0.02127958,0.008519611,0.964695,0.0006944425,0.0002554826,0.000284496,0.001215302,0.0002624229,0.002793492],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01116923,"threshold_uncertainty_score":0.05906928,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02057011773288108,"score_gpt":0.2435197470094805,"score_spread":0.2229496292765994,"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."}}