{"id":"W4255753829","doi":"10.1111/j.1654-1103.2002.tb02052.x","title":"BOOK REVIEWS","year":2002,"lang":"en","type":"article","venue":"Journal of Vegetation Science","topic":"Ecology and Vegetation Dynamics Studies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Windsor","funders":"","keywords":"Vegetation (pathology); Ecology; Geography; Biology; Medicine","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":[0.001103917,0.00005341896,0.0001185545,0.00007998267,0.0002168266,0.00002231758,0.0002614855,0.00001758287,0.001696792],"category_scores_gemma":[0.0003719938,0.00003992831,0.00004848257,0.0004454626,0.0004966642,0.0009816542,0.0000457494,0.00009535782,0.0008697797],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008910527,"about_ca_system_score_gemma":0.000008606424,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":5.821169e-7,"about_ca_topic_score_gemma":0.000005525371,"domain_scores_codex":[0.9990489,0.00003779204,0.0003386742,0.00009965007,0.0003439427,0.0001309729],"domain_scores_gemma":[0.9993734,0.0000502315,0.0003699622,0.00008402998,0.00005145747,0.00007089853],"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":[0.00003153379,0.0008271686,0.2391581,0.00007221744,0.00004860798,0.0000852222,0.01926725,0.01915069,0.06295585,0.004659809,0.4679005,0.1858431],"study_design_scores_gemma":[0.0006593628,0.0003755673,0.41957,0.00006702959,0.00003752005,0.0002241466,0.0001097678,0.0253935,0.001109462,0.002263576,0.5499206,0.0002694381],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5386831,0.09479018,0.02012256,0.01350358,0.003544482,0.0006941886,7.184736e-7,0.00004955761,0.3286116],"genre_scores_gemma":[0.9862625,0.003239274,0.00452555,0.003113493,0.00004209553,0.000002233037,3.782904e-8,0.000002873712,0.002811932],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4475794,"threshold_uncertainty_score":0.9999081,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02486603584699997,"score_gpt":0.2774446143786933,"score_spread":0.2525785785316933,"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."}}