{"id":"W2487883765","doi":"10.11234/gi1990.21.229","title":"MODERN HOMOLOGY SEARCH","year":2008,"lang":"en","type":"article","venue":"Proceedings Genome Informatics Workshop/Genome informatics","topic":"Genomics and Phylogenetic Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Heuristics; Computer science; Homology (biology); Software; Sensitivity (control systems); Zoom; Speedup; Theoretical computer science; Parallel computing; Biology; Programming language; Genetics; Engineering; Gene; 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006574195,0.0006737479,0.0006532434,0.0003718315,0.0007645048,0.0001680722,0.001122805,0.0004992982,0.0000434028],"category_scores_gemma":[0.0001386823,0.0006664203,0.0002700174,0.0005421059,0.0004927008,0.0000402473,0.001056053,0.0005210229,0.0002591921],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001084682,"about_ca_system_score_gemma":0.0002781555,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004782605,"about_ca_topic_score_gemma":0.000003139787,"domain_scores_codex":[0.9960287,0.00001462878,0.001798815,0.0002925906,0.0006015437,0.001263708],"domain_scores_gemma":[0.9975932,0.00003740616,0.0005957773,0.0006123043,0.0007534062,0.0004078999],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001652929,0.001616734,0.04628181,0.005698815,0.005508003,0.00006203281,0.4646896,0.06896,0.3522322,0.009313744,0.01855548,0.02542857],"study_design_scores_gemma":[0.00969893,0.003571136,0.03101564,0.0002126109,0.0005153508,0.005384396,0.06519869,0.03857411,0.02361917,0.003556286,0.8095809,0.009072779],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9602847,0.001289956,0.007190638,0.000118413,0.0002382834,0.0008002005,0.00008344244,0.00005906238,0.02993533],"genre_scores_gemma":[0.9725527,0.003678274,0.02039162,0.001094102,0.0004629096,0.0001093809,0.0002178347,0.00009074976,0.001402433],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7910254,"threshold_uncertainty_score":0.9995787,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02101271596257218,"score_gpt":0.2346661319468013,"score_spread":0.2136534159842291,"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."}}