{"id":"W2790808551","doi":"10.1016/j.jtherbio.2018.03.008","title":"A new method of estimating thermal performance of embryonic development rate yields accurate prediction of embryonic age in wild reptile nests","year":2018,"lang":"en","type":"article","venue":"Journal of Thermal Biology","topic":"Turtle Biology and Conservation","field":"Environmental Science","cited_by":19,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Guelph; University of Waterloo; University of Toronto","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Chelydra; Ectotherm; Embryogenesis; Embryo; Biology; Turtle (robot); Developmental stage; Stage (stratigraphy); Statistics; Ecology; Mathematics; Genetics","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.001164748,0.0001070754,0.0003110565,0.00007852189,0.00003772269,0.00000212364,0.0002606042,0.0001641894,0.0002549489],"category_scores_gemma":[0.00008639021,0.0000799184,0.00006314439,0.0001713951,0.0002036169,0.0001752021,0.00009493333,0.000185663,0.000006853936],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005625565,"about_ca_system_score_gemma":0.0001116106,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000639506,"about_ca_topic_score_gemma":0.0000582531,"domain_scores_codex":[0.9986759,0.0002578989,0.0006719384,0.0001284921,0.00009032976,0.0001753894],"domain_scores_gemma":[0.9986555,0.0001246008,0.001009255,0.0001313559,0.00004028473,0.00003900884],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0004561766,0.00004583152,0.2369637,0.0000186776,0.00003965877,0.000002157503,0.0008089789,0.00281647,0.7187735,0.00001817813,0.00004031863,0.0400163],"study_design_scores_gemma":[0.0005768362,0.0009259366,0.8568507,0.0001044362,0.00002016531,0.00004056805,0.000044113,0.004707429,0.1364013,0.00009693393,0.0001585974,0.00007294985],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9969638,0.00005770612,0.002196898,0.0001355981,0.0002863597,0.00008523974,0.000002112139,0.000003810225,0.0002684598],"genre_scores_gemma":[0.9777919,0.00001466973,0.02193644,0.00005202108,0.00007931172,0.00000171405,0.000002278405,0.000005423027,0.0001162311],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6198871,"threshold_uncertainty_score":0.3258978,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02328832649647909,"score_gpt":0.2810800615753291,"score_spread":0.25779173507885,"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."}}