{"id":"W4389740163","doi":"10.5141/jee.23.076","title":"The US National Ecological Observatory Network and the Global Biodiversity Framework: national research infrastructure with a global reach","year":2023,"lang":"en","type":"article","venue":"Journal of Ecology and Environment","topic":"Species Distribution and Climate Change","field":"Environmental Science","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Battelle; National Science Foundation","keywords":"Biodiversity; Environmental resource management; Observatory; Geography; Environmental science; Ecology; Environmental planning; Biology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01864528,0.001452047,0.001973741,0.00945159,0.002584894,0.006335541,0.004428939,0.002324254,0.01893267],"category_scores_gemma":[0.03856944,0.0008864639,0.0009894863,0.02174416,0.001727233,0.007764649,0.01312705,0.003960908,0.008045874],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006987919,"about_ca_system_score_gemma":0.04235071,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1610153,"about_ca_topic_score_gemma":0.1176036,"domain_scores_codex":[0.9867694,0.003665385,0.001428399,0.001541415,0.004884401,0.001710854],"domain_scores_gemma":[0.9620501,0.005691635,0.004786579,0.005209055,0.01623832,0.006024295],"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":[0.0001162779,0.00008651853,0.01651222,0.001073888,0.0001352361,0.00008301392,0.0004957309,0.0004598038,0.0004304379,0.01787801,0.8505309,0.1121979],"study_design_scores_gemma":[0.00005501588,0.00003691961,0.03195094,0.001352108,0.00004416647,0.0000451341,0.0007973636,0.0008753648,0.0002213825,0.008722277,0.9558246,0.00007477244],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"empirical","genre_scores_codex":[0.006086738,0.009087631,0.02468793,0.03931155,0.003476072,0.002046033,0.7431228,0.005410433,0.1667709],"genre_scores_gemma":[0.0527535,0.01665272,0.1664117,0.01530906,0.0008326612,0.009182408,0.7109793,0.002307303,0.02557135],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1610153,"threshold_uncertainty_score":0.3201562,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04345898626022703,"score_gpt":0.283938306323213,"score_spread":0.2404793200629859,"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."}}