{"id":"W4411191601","doi":"10.32942/x25d22","title":"Delayed Reproduction as a Driver of Longevity","year":2025,"lang":"en","type":"preprint","venue":"","topic":"Genetics, Aging, and Longevity in Model Organisms","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Langara College","funders":"","keywords":"Longevity; Reproduction; Biology; Ecology; Genetics","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":[0.0003715284,0.0002312267,0.0003056122,0.0002632213,0.0002529802,0.0008035191,0.0003201337,0.0005394986,0.001687412],"category_scores_gemma":[0.0008331391,0.0001405131,0.0002188,0.0001868718,0.0006572967,0.0007291561,0.0006316599,0.0006634102,0.0003149525],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003450206,"about_ca_system_score_gemma":0.0003164239,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002864018,"about_ca_topic_score_gemma":0.0002260034,"domain_scores_codex":[0.999877,0.00001629883,0.000004930416,0.00005511616,0.00002734742,0.00001935686],"domain_scores_gemma":[0.9996322,0.0001368957,0.00009396578,0.00004469292,0.00002734365,0.00006484971],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0003984567,0.00008004942,0.07283083,0.0005771335,0.0001682267,0.002858172,0.001086006,0.0128613,0.5519217,0.261861,0.003593475,0.09176363],"study_design_scores_gemma":[0.00009360558,0.0006725579,0.2864194,0.0001711891,0.0003184422,0.009972068,0.0007219017,0.04063233,0.1363284,0.4435087,0.08095762,0.0002037175],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.925077,0.01288732,0.03995174,0.002855464,0.0003138992,0.00001359436,0.0005182816,0.0004880724,0.01789468],"genre_scores_gemma":[0.9943153,0.0014712,0.002184375,0.000154065,0.0000927495,0.000004867876,0.00009593437,0.00002524941,0.001656242],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001687412,"threshold_uncertainty_score":0.005644917,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01100198978283296,"score_gpt":0.2626507029815033,"score_spread":0.2516487131986704,"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."}}