{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001107143,0.0006977714,0.00122933,0.002016005,0.001982403,0.003025425,0.002523317,0.001366806,0.007260632],"category_scores_gemma":[0.01464175,0.0006515678,0.001161766,0.001735853,0.001888379,0.005003993,0.0034799,0.001842695,0.001359514],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002832756,"about_ca_system_score_gemma":0.001786937,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003935347,"about_ca_topic_score_gemma":0.006082366,"domain_scores_codex":[0.9972743,0.00021793,0.0001767939,0.0009796518,0.0007277565,0.0006234771],"domain_scores_gemma":[0.9906935,0.002708476,0.0008911679,0.003411203,0.001429338,0.0008662826],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.002068731,0.0004800369,0.03042899,0.001051148,0.0002497775,0.002073962,0.003660536,0.1236916,0.05081826,0.5856246,0.02443431,0.175418],"study_design_scores_gemma":[0.0001177453,0.0003118097,0.006368186,0.0001545704,0.0002450858,0.001740604,0.0009026653,0.1623059,0.0269329,0.7697215,0.03108324,0.0001158078],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5202108,0.0008162737,0.4527044,0.001319981,0.0001927118,0.0002388832,0.004556434,0.00350126,0.01645928],"genre_scores_gemma":[0.842849,0.00026743,0.1433191,0.0004381101,0.0001069889,0.0002126298,0.004964225,0.0006498182,0.007192588],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007260632,"threshold_uncertainty_score":0.02428919,"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."}}