{"id":"W2898177529","doi":"10.1038/s41559-018-0709-x","title":"A global test of ecoregions","year":2018,"lang":"en","type":"article","venue":"Nature Ecology & Evolution","topic":"Land Use and Ecosystem Services","field":"Environmental Science","cited_by":143,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"National Institute of General Medical Sciences","keywords":"Test (biology); Environmental science; Geography; Biology; Ecology","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00009176866,0.00006361245,0.0000952743,0.00001522938,0.0001030557,0.000003159825,0.0001532906,0.0002761672,0.001265306],"category_scores_gemma":[0.00004034122,0.00005091275,0.00003317203,0.0002221442,0.00006669212,0.0001023712,0.00008420284,0.00008380595,0.0008002319],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001928189,"about_ca_system_score_gemma":0.00001096439,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002278664,"about_ca_topic_score_gemma":0.02172579,"domain_scores_codex":[0.9994425,0.00002249018,0.0001144848,0.0001651619,0.00008763172,0.0001677449],"domain_scores_gemma":[0.9996924,0.00003055604,0.00007498911,0.0001470519,0.00001595135,0.00003904352],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000008903624,0.00007465948,0.9890794,0.000003292897,0.000005898498,8.082802e-7,0.00002309372,0.00003190836,0.0002666646,0.0003814189,0.01000074,0.0001232348],"study_design_scores_gemma":[0.0001539509,0.0002011981,0.9915199,0.000004866648,0.00001369194,0.00001556181,0.00001407079,0.001101996,0.000125049,0.001994962,0.004798271,0.00005647283],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9848229,0.0000549353,0.00004081776,0.0003767592,0.00046076,0.00008222128,0.00001466437,0.00002962399,0.01411729],"genre_scores_gemma":[0.9995025,0.000003833467,0.0001566659,0.0001441403,0.0001376545,0.000003830182,0.000006281288,0.000003022944,0.00004204739],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02149793,"threshold_uncertainty_score":0.9999778,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003367686235012729,"score_gpt":0.2200649750283689,"score_spread":0.2166972887933562,"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."}}