{"id":"W4404570523","doi":"10.48550/arxiv.2411.11049","title":"Fault-Equivalent Lowest Common Ancestors","year":2024,"lang":"en","type":"preprint","venue":"arXiv (Cornell University)","topic":"Forensic and Genetic Research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Azrieli Foundation; European Commission","keywords":"Fault (geology); Computer science; Biology; Paleontology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001723188,0.0002977248,0.0002478218,0.00011023,0.00008091013,0.00005183183,0.0006422469,0.0004455608,0.00007219199],"category_scores_gemma":[0.00002150657,0.0003158207,0.0002659579,0.0001776426,0.0002740484,0.000002031901,0.002225055,0.0005529484,0.0002374966],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007056184,"about_ca_system_score_gemma":0.0002414283,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001624141,"about_ca_topic_score_gemma":0.0001505668,"domain_scores_codex":[0.99827,0.0000866857,0.0001632119,0.001002247,0.0001008616,0.0003769598],"domain_scores_gemma":[0.9986936,0.00001267339,0.00007858875,0.0009334263,0.0001023588,0.0001792978],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002031153,0.001224436,0.05405945,0.003803756,0.003676003,0.004723628,0.0006405147,0.4820796,0.06832066,0.05788803,0.3012895,0.02026333],"study_design_scores_gemma":[0.006302406,0.004390304,0.02153897,0.002040649,0.001879604,0.0001816226,0.001991763,0.1198029,0.1190589,0.1947828,0.5189869,0.009043119],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9863166,0.001504287,0.001243266,0.0001275913,0.0007923961,0.0002756867,0.00007899542,0.00004354522,0.009617591],"genre_scores_gemma":[0.980063,0.001372461,0.00006422304,0.00008568446,0.0003126442,0.000001855657,0.0002221264,0.00003951047,0.01783851],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3622766,"threshold_uncertainty_score":0.9999294,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07557786591567811,"score_gpt":0.2372558744491697,"score_spread":0.1616780085334915,"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."}}