{"id":"W1996773098","doi":"10.1038/nmeth.2444","title":"Elements of visual style","year":2013,"lang":"en","type":"article","venue":"Nature Methods","topic":"Genome Rearrangement Algorithms","field":"Biochemistry, Genetics and Molecular Biology","cited_by":11,"is_retracted":false,"has_abstract":false,"ca_institutions":"Canada's Michael Smith Genome Sciences Centre","funders":"","keywords":"Style (visual arts); Computer science; Process (computing); Computational biology; Biology; Programming language; Visual arts; Art","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":[],"consensus_categories":[],"category_scores_codex":[0.0003906725,0.00009554509,0.0001166026,0.00003908214,0.0000195159,0.000008652049,0.0001523704,0.0002411115,0.0002399327],"category_scores_gemma":[0.0001243998,0.00008329631,0.00006667371,0.00008869711,0.00002907288,0.000002193591,0.00009691195,0.000141538,0.00001783385],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000006011337,"about_ca_system_score_gemma":0.00001762302,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007460529,"about_ca_topic_score_gemma":8.639943e-7,"domain_scores_codex":[0.9992329,0.000137272,0.0001589746,0.0001940051,0.0001162765,0.0001605623],"domain_scores_gemma":[0.9995282,0.00001353267,0.00007375784,0.0002258646,0.0001123247,0.00004631956],"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":[0.00000439372,0.00004274239,0.001813806,0.00001249749,0.00005166268,1.806035e-7,0.000013625,9.441981e-7,0.9188157,0.00002792406,0.002202489,0.07701404],"study_design_scores_gemma":[0.0003934676,0.0002003833,0.01099738,0.000004411734,0.00001657176,0.000002036406,0.00005057887,0.0001208854,0.8942276,0.000230428,0.09362043,0.0001358023],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9431185,0.003840894,0.04366329,0.0001653116,0.0005230861,0.0005243215,0.000009733008,0.00001745467,0.008137382],"genre_scores_gemma":[0.5009425,0.00005597101,0.4968117,0.000203763,0.000179811,0.00002760558,0.00004939609,0.000018915,0.001710348],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4531484,"threshold_uncertainty_score":0.3396725,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008134924044573763,"score_gpt":0.3637503546552582,"score_spread":0.3556154306106844,"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."}}