{"id":"W2552587308","doi":"10.1002/bies.201600176","title":"What drives parallel evolution?","year":2016,"lang":"en","type":"review","venue":"BioEssays","topic":"Evolution and Genetic Dynamics","field":"Biochemistry, Genetics and Molecular Biology","cited_by":134,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Genomics; University of Ottawa","funders":"Natural Sciences and Engineering Research Council of Canada; European Commission","keywords":"Biology; Computational biology; Evolutionary biology; Computer science","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001451339,0.0003985441,0.0005981843,0.00008553448,0.00008774036,0.00006810618,0.0004295399,0.0006239177,0.00008530477],"category_scores_gemma":[0.00004579778,0.000285031,0.0004910387,0.0001014125,0.0001618096,0.000005793427,0.0002252845,0.0001174218,0.0005069468],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000570457,"about_ca_system_score_gemma":0.0003089705,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001906305,"about_ca_topic_score_gemma":0.00001372599,"domain_scores_codex":[0.9983622,0.0001392564,0.0003945175,0.0006003098,0.00015535,0.0003483715],"domain_scores_gemma":[0.9988335,0.0000172017,0.0002212306,0.0007243159,0.00007096786,0.0001327469],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000009873841,0.00008472317,0.00001274658,0.002074142,0.0003207754,0.000005277837,0.00000859846,0.000003161714,0.0001197402,0.005091231,0.02429481,0.9679749],"study_design_scores_gemma":[0.0001691217,0.00006729444,0.000006777761,0.002101286,0.0001071629,0.00003239655,0.00001470746,0.0000042099,0.000002415855,0.0002432636,0.9968365,0.0004148575],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000001689589,0.9901725,0.006424221,0.00006361544,0.001077492,0.0003447481,0.00008709749,0.00002994983,0.001798695],"genre_scores_gemma":[0.00001681049,0.9834768,0.000452821,0.00005850649,0.0007066533,0.00008384181,0.0005400057,0.00006154899,0.01460304],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9725417,"threshold_uncertainty_score":0.9999602,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01937923239963879,"score_gpt":0.316451993942354,"score_spread":0.2970727615427152,"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."}}