{"id":"W4410282690","doi":"10.1101/2025.05.07.652633","title":"High early embryo mortality and low hatching success observed in Aldabra giant tortoise populations","year":2025,"lang":"en","type":"preprint","venue":"bioRxiv (Cold Spring Harbor Laboratory)","topic":"Turtle Biology and Conservation","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"North Island College","funders":"","keywords":"Tortoise; Persistence (discontinuity); Illusion; Ecology; Geography; Biology; Zoology; Geology","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005443156,0.0003942447,0.0004259136,0.0001177273,0.0002028562,0.0001328958,0.0004607383,0.0005510764,0.0001156977],"category_scores_gemma":[0.0001387444,0.0004251376,0.00007699655,0.0004221009,0.0001901406,0.0003454899,0.0007863049,0.000633726,0.0000292509],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003297945,"about_ca_system_score_gemma":0.0001366779,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01058809,"about_ca_topic_score_gemma":0.001389916,"domain_scores_codex":[0.9976404,0.0002131473,0.0005391986,0.000958951,0.0002421022,0.0004061783],"domain_scores_gemma":[0.998638,0.00005944851,0.0002810313,0.0008309991,0.00004011039,0.0001504114],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001855013,0.00008780447,0.9411947,0.00009076155,0.00003208293,0.00002507642,0.0000193513,0.0005277293,0.0567853,0.001151804,0.00006060973,0.000006205365],"study_design_scores_gemma":[0.0002944344,0.00001339148,0.9921963,0.0002092973,0.00004868755,5.449631e-9,0.000001512001,0.0008366286,0.005812767,0.00005817499,0.00009552795,0.0004332259],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9973702,0.0002028664,0.0002513846,0.0003902724,0.000899207,0.0005571369,0.0001640015,0.000148779,0.00001610722],"genre_scores_gemma":[0.9972936,0.00006377861,0.002031031,0.0003283625,0.00008670259,0.000138486,0.000001685411,0.00002583189,0.00003055526],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05100163,"threshold_uncertainty_score":0.9998201,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02774275809698257,"score_gpt":0.2391670979220687,"score_spread":0.2114243398250861,"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."}}