{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02068803,0.0008264868,0.000612126,0.005088856,0.003040446,0.007751234,0.002347894,0.004897828,0.007098384],"category_scores_gemma":[0.03214782,0.000400128,0.0008552766,0.004379485,0.009473418,0.009336403,0.004978532,0.009226939,0.002361627],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006991934,"about_ca_system_score_gemma":0.009227866,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0132013,"about_ca_topic_score_gemma":0.007176341,"domain_scores_codex":[0.9915146,0.003231287,0.0007422775,0.001469955,0.002461803,0.0005800672],"domain_scores_gemma":[0.9793491,0.006116607,0.0007960175,0.002608076,0.009787067,0.00134313],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00002911605,0.00006057412,0.002497292,0.0002633966,0.00002079544,0.00007669666,0.001019161,0.0006681833,0.0002673162,0.7465112,0.110639,0.1379472],"study_design_scores_gemma":[0.00000639989,0.00001949662,0.001213314,0.0007173822,0.000008360925,0.00007575566,0.0003935596,0.0005040228,0.0002249079,0.132278,0.864531,0.00002763233],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.009964754,0.07322471,0.1245506,0.442821,0.03225409,0.0003666538,0.002101275,0.0008737445,0.3138433],"genre_scores_gemma":[0.3975476,0.07141846,0.1735863,0.2096708,0.02187655,0.001747325,0.007429955,0.001653181,0.1150699],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02068803,"threshold_uncertainty_score":0.10941,"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."}}