{"id":"W6930512154","doi":"10.5281/zenodo.14219114","title":"Evidence that metapopulation dynamics maintain a species' range limit","year":2025,"lang":"en","type":"dataset","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Explainable Artificial Intelligence (XAI)","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University; Memorial University of Newfoundland","funders":"","keywords":"Metapopulation; Occupancy; Range (aeronautics); Habitat; Limit (mathematics); Dynamics (music)","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","sts","scholarly_communication","open_science","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001711552,0.0003739187,0.0003796695,0.0007702515,0.002246009,0.003150937,0.005965878,0.000244503,0.00406735],"category_scores_gemma":[0.003182105,0.0004117402,0.0001501084,0.001692013,0.0001935139,0.001171959,0.005098445,0.0007543675,0.004712576],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009276844,"about_ca_system_score_gemma":0.00002615061,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001817828,"about_ca_topic_score_gemma":0.00002930906,"domain_scores_codex":[0.9958553,0.0008724383,0.0005237805,0.001087998,0.0009681685,0.0006923472],"domain_scores_gemma":[0.9961571,0.0001870201,0.0004281886,0.002136745,0.0008661184,0.0002247934],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002550481,0.00008474242,6.68438e-7,0.0001537097,0.00004449974,0.00005403151,0.0001425477,0.0001067475,0.00002058837,0.02384571,0.9338353,0.041686],"study_design_scores_gemma":[0.0001003435,0.0001522088,0.00004006677,0.0002734002,0.00003828398,0.00004846351,0.0001491914,0.007551459,0.0001186877,0.001102065,0.9900447,0.0003811449],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.00002823404,0.000480068,0.4146515,0.003679032,0.0008647309,0.001422213,0.5635019,0.001441008,0.01393134],"genre_scores_gemma":[0.001720012,0.00125684,0.00168613,0.0004960928,0.0002441495,2.889988e-7,0.9914656,0.0005219603,0.002608983],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.4279636,"threshold_uncertainty_score":0.9998335,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1070140446896114,"score_gpt":0.2895682735354299,"score_spread":0.1825542288458185,"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."}}