{"id":"W4211077200","doi":"10.1017/cbo9780511542039.001","title":"Preface","year":2005,"lang":"en","type":"book-chapter","venue":"Cambridge University Press eBooks","topic":"Land Use and Ecosystem Services","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; University of Toronto","funders":"","keywords":"Spatial analysis; Popularity; Field (mathematics); Computer science; Spatial ecology; Data science; Software; Ecology; Scale (ratio); Geography; Cartography; Mathematics; Remote sensing; Psychology; Biology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004645316,0.0008325046,0.0006292459,0.001720091,0.001702825,0.003058355,0.001029881,0.001070333,0.4433003],"category_scores_gemma":[0.002545735,0.0003067431,0.0004561185,0.001467497,0.000554601,0.002649597,0.001445055,0.00251219,0.2761205],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001519528,"about_ca_system_score_gemma":0.0009929782,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002354662,"about_ca_topic_score_gemma":0.003754064,"domain_scores_codex":[0.9996223,0.00004358509,0.00001827154,0.00007995802,0.0002049379,0.00003083839],"domain_scores_gemma":[0.9989852,0.0001854305,0.00003702899,0.00009100443,0.0005434333,0.0001578796],"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":[0.00001351118,0.00001986538,0.00006424511,0.000083876,0.000001265398,0.0000479863,0.0001321552,0.00008713101,0.0001571083,0.01241825,0.926219,0.06075551],"study_design_scores_gemma":[0.000001080717,0.000005420844,0.0001041738,0.00005612473,5.859744e-7,0.00005610605,0.0000374783,0.00002729138,0.00004063547,0.001783825,0.9978854,0.000001842222],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000733504,0.006658968,0.004588636,0.006624706,0.02101558,0.0001672945,0.002465965,0.0009178847,0.9568275],"genre_scores_gemma":[0.002293456,0.002330144,0.001614228,0.001016137,0.002332999,0.00005711323,0.001702422,0.0003890016,0.9882646],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4433003,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01350369664539089,"score_gpt":0.1727643063702515,"score_spread":0.1592606097248606,"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."}}