{"id":"W4401845982","doi":"10.1101/2024.08.20.608795","title":"Analysis of the effects of mating systems on lineage diversification across multiple genera","year":2024,"lang":"en","type":"preprint","venue":"bioRxiv (Cold Spring Harbor Laboratory)","topic":"Plant and animal studies","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Selfing; Biology; Outcrossing; Mating system; Evolutionary biology; Genetic algorithm; Ecology; Mating; Population; Demography","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":[0.001812888,0.000372264,0.0004958395,0.001406015,0.0004035258,0.000805591,0.0005150239,0.0002744104,0.002420513],"category_scores_gemma":[0.003361581,0.0001608437,0.001146204,0.0006464703,0.0004581415,0.0005676805,0.0007811554,0.0005805406,0.0001803784],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002721191,"about_ca_system_score_gemma":0.0001413656,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001366809,"about_ca_topic_score_gemma":0.001558736,"domain_scores_codex":[0.9993592,0.0002969271,0.00003440444,0.0001866824,0.0000591614,0.00006351367],"domain_scores_gemma":[0.9937087,0.004616963,0.000724674,0.0004338524,0.0001830315,0.0003328131],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003759018,0.00005944715,0.9538265,0.00008410699,0.0009298159,0.0001425284,0.0002534573,0.01334164,0.01802864,0.0004971562,0.0002346232,0.0122261],"study_design_scores_gemma":[0.000008120877,0.0001050869,0.958208,0.00001522001,0.0002477971,0.0001387299,0.0001694039,0.03822609,0.001871772,0.0006687969,0.0003247216,0.00001618395],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990288,0.00009205519,0.0005494186,0.00001336831,0.000001310482,0.000001723625,0.000141799,0.00001409052,0.0001574077],"genre_scores_gemma":[0.9991328,0.000030762,0.0004111884,0.000009463599,0.000002533466,0.00000416731,0.0003285234,0.00001421031,0.00006633934],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002420513,"threshold_uncertainty_score":0.009587586,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02461601102094968,"score_gpt":0.2082497210129092,"score_spread":0.1836337099919595,"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."}}