{"id":"W1990665660","doi":"10.1139/b2012-033","title":"Fidelity and diagnostic species concepts in vegetation classification in the Rocky Mountains, northern Utah, USA","year":2012,"lang":"en","type":"article","venue":"Botany","topic":"Ecology and Vegetation Dynamics Studies","field":"Environmental Science","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Vegetation classification; Vegetation (pathology); Ordination; Habitat; Sensu; Phytosociology; Ecology; Vegetation type; Plant community; Ecoregion; Physical geography; Geography; Biology; Species richness; Genus; Grassland","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003931383,0.0000640154,0.00006992191,0.00001676371,0.00009216955,0.00001055985,0.00007194314,0.00004100612,0.00006350037],"category_scores_gemma":[0.0002466681,0.00004958141,0.00001041603,0.0001227288,0.000148803,0.0002022042,0.00003600504,0.00008736167,0.0001691935],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001090486,"about_ca_system_score_gemma":0.000003645423,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001825713,"about_ca_topic_score_gemma":0.03677132,"domain_scores_codex":[0.9993752,0.0001058324,0.0001483339,0.0001162013,0.00009773707,0.0001567442],"domain_scores_gemma":[0.9994443,0.0003921573,0.00005056345,0.00008863695,0.000004717487,0.0000196368],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000002639508,0.00004937766,0.9946004,0.000002685418,0.000001422042,8.958714e-7,0.003143159,0.0002105778,0.0002655924,0.001071937,0.00003245939,0.000618813],"study_design_scores_gemma":[0.0001466216,0.00001153316,0.995792,0.000004962709,0.000003832003,0.000001820086,0.001110666,0.001655148,0.000004526897,0.0008316026,0.0003781867,0.00005906983],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9939589,0.0003648911,0.00009619836,0.0005222003,0.00005462854,0.0001777131,0.000001291043,0.000005267013,0.004818922],"genre_scores_gemma":[0.9993495,0.0001303566,0.00006306146,0.0002556425,0.00002008541,0.0000474683,0.000001662385,0.000002791084,0.0001294809],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03658875,"threshold_uncertainty_score":0.9808051,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01966286438373967,"score_gpt":0.2661396069548735,"score_spread":0.2464767425711338,"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."}}