{"id":"W4389395942","doi":"10.1016/j.jtbi.2023.111689","title":"Capturing diversity: Split systems and circular approximations for conservation","year":2023,"lang":"en","type":"article","venue":"Journal of Theoretical Biology","topic":"Genetic and phenotypic traits in livestock","field":"Biochemistry, Genetics and Molecular Biology","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Set (abstract data type); Context (archaeology); Hypergraph; Graph; Mathematics; Population; Algorithm; Applied mathematics; Computer science; Statistics; Combinatorics; Biology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.009055898,0.0006245581,0.001550445,0.001569685,0.001188265,0.002247059,0.003045328,0.002373401,0.006479272],"category_scores_gemma":[0.04071014,0.001010442,0.001225288,0.001538364,0.004462269,0.009329128,0.003125551,0.003079968,0.0003568524],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002085869,"about_ca_system_score_gemma":0.0009484731,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00559204,"about_ca_topic_score_gemma":0.003594253,"domain_scores_codex":[0.9981812,0.001118094,0.00006390161,0.0002759954,0.0001604097,0.0002004268],"domain_scores_gemma":[0.9785566,0.01739113,0.001069294,0.001537722,0.0006800782,0.000765261],"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":[0.00004793551,0.0000303179,0.002678138,0.00005404853,0.00004302599,0.0000663067,0.0002980972,0.2080429,0.0002149347,0.7789688,0.001284679,0.008270944],"study_design_scores_gemma":[0.000008531194,0.000009235556,0.0002696374,0.00001285842,0.000008884662,0.00002951435,0.00005964689,0.6224625,0.00003747205,0.3767502,0.000341151,0.00001043332],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.09892152,0.0008784935,0.8903248,0.00223762,0.000100801,0.00003601527,0.0001117919,0.0001223726,0.007266677],"genre_scores_gemma":[0.8739502,0.0006723829,0.1172442,0.0005044703,0.0002336598,0.0001596556,0.0001683719,0.0001445001,0.006922685],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.009055898,"threshold_uncertainty_score":0.04789275,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01941802295913942,"score_gpt":0.2575957580434092,"score_spread":0.2381777350842698,"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."}}