{"id":"W2734572107","doi":"10.1093/gbe/evx116","title":"Adaptive Prediction Emerges Over Short Evolutionary Time Scales","year":2017,"lang":"en","type":"article","venue":"Genome Biology and Evolution","topic":"Fungal and yeast genetics research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"National Institute of General Medical Sciences; Canadian Institutes of Health Research; National Institutes of Health","keywords":"Biology; Organism; Yeast; Adaptive evolution; Adaptation (eye); Model organism; Adaptive response; Computational biology; Genetics; Gene; Neuroscience","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008548668,0.0002929181,0.0003937097,0.0004287627,0.0007637405,0.001051215,0.0006413155,0.0008820249,0.003674539],"category_scores_gemma":[0.005419182,0.0002817376,0.0003481353,0.0003500524,0.0009352356,0.001467641,0.001482145,0.001142353,0.0007507921],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006715725,"about_ca_system_score_gemma":0.0003948271,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001020064,"about_ca_topic_score_gemma":0.001102636,"domain_scores_codex":[0.9995453,0.00007923811,0.0000199004,0.0002145796,0.00007449355,0.00006652434],"domain_scores_gemma":[0.9982516,0.0007440101,0.0002879806,0.0003001349,0.0001984079,0.0002178785],"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":[0.0007529351,0.0003879043,0.2164114,0.0006130076,0.0009600174,0.002822676,0.002269189,0.09124615,0.3594424,0.1137235,0.003966182,0.2074046],"study_design_scores_gemma":[0.0001128326,0.001165117,0.4090891,0.0001438301,0.0005609452,0.002383088,0.002585876,0.3083763,0.02760813,0.2015262,0.04609711,0.000351384],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9379468,0.0009273228,0.04760227,0.0009430246,0.00006708274,0.00003663466,0.0002721773,0.0003127479,0.01189202],"genre_scores_gemma":[0.9927167,0.0002592988,0.00522147,0.000149516,0.00002329442,0.00004076666,0.0002705536,0.00004562367,0.0012728],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003674539,"threshold_uncertainty_score":0.01229256,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01318280245177095,"score_gpt":0.273849852353593,"score_spread":0.260667049901822,"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."}}