{"id":"W3039632795","doi":"10.1111/ele.13563","title":"Geometry of the ideal free distribution: individual behavioural variation and annual reproductive success in aggregations of a social ungulate","year":2020,"lang":"en","type":"letter","venue":"Ecology Letters","topic":"Wildlife Ecology and Conservation","field":"Environmental Science","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Ideal free distribution; Ecology; Reproductive success; Variation (astronomy); Ungulate; Context (archaeology); Trait; Bonobo; Distribution (mathematics); Biology; Geography; Foraging; Habitat; Demography; Mathematics; Population; Sociology; Computer science","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002717422,0.0001570661,0.0002953482,0.00006171131,0.000159537,0.00000684626,0.0004133987,0.0004320532,0.0001943498],"category_scores_gemma":[0.0002492656,0.0001473651,0.00007329792,0.0004235686,0.0008665271,0.0001656149,0.0003978972,0.0008158468,0.000005385361],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001703781,"about_ca_system_score_gemma":0.00003866411,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006228331,"about_ca_topic_score_gemma":0.0006757054,"domain_scores_codex":[0.998378,0.0003498278,0.0004102677,0.0004041548,0.0002365964,0.0002211895],"domain_scores_gemma":[0.9989939,0.000172884,0.0005579552,0.0002392942,0.00001974385,0.00001623714],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001298963,0.00002294916,0.7033088,0.00001090623,0.00004033808,0.0000148793,0.001058852,0.00003040714,0.00005823278,0.00002229562,0.2953835,0.0000358074],"study_design_scores_gemma":[0.0003870311,0.00004337242,0.9977847,0.000007050396,0.0001156838,0.00000828765,0.00003609634,0.00001283941,0.00003962994,0.0003192378,0.001123745,0.000122281],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5774527,0.000003431914,0.0000175146,0.4217176,0.0002259052,0.0002010863,0.0003666322,0.000005972076,0.000009220936],"genre_scores_gemma":[0.8738939,0.000001177396,0.00006236881,0.1252114,0.0002947256,0.00003363213,0.0004513692,0.00001049504,0.00004099063],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2965062,"threshold_uncertainty_score":0.6009375,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009728245601558709,"score_gpt":0.2076980407670723,"score_spread":0.1979697951655136,"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."}}