{"id":"W2053389510","doi":"10.1371/journal.pgen.1002353","title":"Multiple Means to the Same End: The Genetic Basis of Acquired Stress Resistance in Yeast","year":2011,"lang":"en","type":"article","venue":"PLoS Genetics","topic":"Bioinformatics and Genomic Networks","field":"Biochemistry, Genetics and Molecular Biology","cited_by":121,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"National Institute of General Medical Sciences; National Human Genome Research Institute; Canadian Institutes of Health Research; National Institutes of Health","keywords":"Biology; Gene; Context (archaeology); Yeast; Genetics; Computational biology","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.0001607668,0.0001533875,0.0001469306,0.00003071278,0.00006672362,0.00001475453,0.0005990186,0.0001098443,0.00002775284],"category_scores_gemma":[0.00004507631,0.0001020887,0.00007041439,0.0001413169,0.0001170443,0.000001683671,0.0002123409,0.00005913488,0.00001247748],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000105123,"about_ca_system_score_gemma":0.00004815303,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000264565,"about_ca_topic_score_gemma":0.003732186,"domain_scores_codex":[0.9989311,0.00006462469,0.0003508301,0.0002067441,0.0001628824,0.0002838449],"domain_scores_gemma":[0.9989818,0.00002262442,0.0001149195,0.0007434465,0.00007132885,0.00006590485],"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":[0.001529219,0.001704829,0.1609345,0.0005549602,0.001176007,0.00002158609,0.04283474,0.01626943,0.7070158,0.001484344,0.02062775,0.04584689],"study_design_scores_gemma":[0.001156108,0.0004149495,0.07202598,0.0001210077,0.0001199229,0.000005941728,0.001713135,0.009190435,0.8769359,0.0007463258,0.03696598,0.0006043013],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9925911,0.00248625,0.001541411,0.0003321714,0.0001475795,0.0005315336,0.0001444125,0.000006283228,0.002219248],"genre_scores_gemma":[0.9936094,0.0002834623,0.0052297,0.000449468,0.0001382563,0.00004121563,0.00001911047,0.00002323221,0.0002061554],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1699201,"threshold_uncertainty_score":0.4163056,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01841599893669596,"score_gpt":0.2070643206746285,"score_spread":0.1886483217379325,"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."}}