{"id":"W4403491115","doi":"10.22541/au.172916175.54821668/v1","title":"A Macrogenetic Analysis of Isolation Mechanisms Reveals Habitat Fragmentation as the Primary Driver of Genetic Divergence in Mammals.","year":2024,"lang":"en","type":"preprint","venue":"","topic":"Morphological variations and asymmetry","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Institut de Cardiologie de Montréal","keywords":"Fragmentation (computing); Habitat fragmentation; Divergence (linguistics); Isolation (microbiology); Evolutionary biology; Habitat; Genetic divergence; Biology; Geography; Ecology; Bioinformatics; Genetic diversity; Demography; Sociology; Population","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":[0.001446459,0.0003790206,0.0005363459,0.002388586,0.0005292098,0.0009972644,0.0005910041,0.0004680719,0.002689437],"category_scores_gemma":[0.002140392,0.0002811816,0.001622426,0.002896762,0.0004462805,0.0005707077,0.0007915986,0.000691364,0.0005159636],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003963352,"about_ca_system_score_gemma":0.000267554,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004314239,"about_ca_topic_score_gemma":0.005979928,"domain_scores_codex":[0.9995105,0.0001574877,0.0000259008,0.000211461,0.00005345607,0.00004111123],"domain_scores_gemma":[0.9978795,0.001102789,0.0004591987,0.0002324786,0.0001216157,0.0002044674],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003431318,0.00006647905,0.9070317,0.0002885612,0.003918669,0.0003818791,0.0004980326,0.01301704,0.02479378,0.001690067,0.001745578,0.04622511],"study_design_scores_gemma":[0.00001196101,0.0001408672,0.9662991,0.00003439644,0.0006323074,0.0002083783,0.0002378999,0.02802297,0.0009389999,0.00172935,0.00171886,0.0000248601],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9842983,0.001424615,0.01080352,0.0001995717,0.00002238689,0.00001435951,0.001653272,0.0002589252,0.001325013],"genre_scores_gemma":[0.9925358,0.000322104,0.005236395,0.00006467767,0.00001797756,0.00002185579,0.001293184,0.0001023698,0.0004055661],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004314239,"threshold_uncertainty_score":0.008997083,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02782739768151606,"score_gpt":0.297721687532822,"score_spread":0.2698942898513059,"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."}}