{"id":"W2112324375","doi":"10.1890/0012-9623-95.4.444","title":"Scientific Basis for EcoVeg","year":2014,"lang":"en","type":"article","venue":"Bulletin of the Ecological Society of America","topic":"Sustainable Industrial Ecology","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Vegetation (pathology); Biome; Geography; Vegetation classification; Ecology; Ecosystem; Habitat; Vegetation type; Physical geography; Grassland","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005662605,0.000110645,0.0003253454,0.00001449056,0.0001328067,0.00001236593,0.0004368501,0.0001723696,0.001088776],"category_scores_gemma":[0.001269064,0.00007976227,0.0004023454,0.0001903395,0.0006108673,0.000008951698,0.0001236719,0.000138052,0.00002062935],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000113218,"about_ca_system_score_gemma":0.00003217405,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002490639,"about_ca_topic_score_gemma":8.578124e-7,"domain_scores_codex":[0.9990348,0.00006295049,0.0002918423,0.0001779068,0.0001267952,0.0003056719],"domain_scores_gemma":[0.9983097,0.001119474,0.000134406,0.0002825867,0.0001107993,0.00004304956],"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":[0.00002798864,0.0001873105,0.001464518,0.0001991579,0.0001617718,1.061176e-7,0.0001587206,0.06602612,0.001851708,0.0003975809,0.9180515,0.01147348],"study_design_scores_gemma":[0.0003871919,0.0002362824,0.01013486,0.0000109939,0.00003578692,6.442115e-7,0.0003140389,0.01783039,0.001838146,0.0008404645,0.96824,0.0001312002],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9372497,0.0001726279,0.01183113,0.03073507,0.003184452,0.002117448,0.0000723695,0.0003611962,0.01427595],"genre_scores_gemma":[0.9826775,0.00001660896,0.01504431,0.0006575459,0.0001209246,0.00007728646,0.000002547921,0.00001982851,0.001383503],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05018846,"threshold_uncertainty_score":0.9998243,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01154160573929983,"score_gpt":0.2049448137000264,"score_spread":0.1934032079607266,"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."}}