{"id":"W2097419332","doi":"10.1109/fbit.2007.81","title":"Unsupervised Learning in Spectral Genome Analysis","year":2007,"lang":"en","type":"article","venue":"","topic":"Genomics and Phylogenetic Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Genome; Tree of life (biology); Tree (set theory); Organism; Horizontal gene transfer; Computer science; Genomics; Evolutionary biology; Biology; Network topology; Phylogenetic tree; Artificial intelligence; Gene; Computational biology; Genetics; Mathematics","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":[0.003146956,0.000585658,0.001188198,0.00215933,0.0006700708,0.001316442,0.001488857,0.001257669,0.001245131],"category_scores_gemma":[0.01234956,0.0004120853,0.0009231156,0.002170933,0.001904313,0.001860035,0.001901248,0.001343036,0.0004817172],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009563642,"about_ca_system_score_gemma":0.0008284553,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003010039,"about_ca_topic_score_gemma":0.002121636,"domain_scores_codex":[0.9976018,0.001397545,0.0001022998,0.0003750129,0.000404702,0.0001186616],"domain_scores_gemma":[0.9917352,0.006130497,0.0005029702,0.0008549629,0.0006399902,0.000136417],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001260746,0.0001440735,0.002112485,0.0002028763,0.0001730693,0.0001192249,0.0002010507,0.594097,0.002937465,0.1174341,0.002990186,0.2794623],"study_design_scores_gemma":[0.00000384142,0.000007630924,0.0001881398,0.000004593116,0.000003806512,0.00001640983,0.00001023305,0.9394461,0.0003165575,0.05957427,0.0004213232,0.000007164626],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.008345964,0.0003411321,0.9902203,0.0001946646,0.00001799075,0.00002127127,0.00006963528,0.0003148555,0.0004742097],"genre_scores_gemma":[0.4319975,0.0007860091,0.5631673,0.0002450224,0.000271086,0.0002786517,0.0007079464,0.0002147825,0.002331719],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.003146956,"threshold_uncertainty_score":0.01664293,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007853585629888473,"score_gpt":0.2318192464726223,"score_spread":0.2239656608427338,"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."}}