{"id":"W2803642859","doi":"","title":"Incorporating Uncertainty into Projections of Landscape Change","year":2017,"lang":"en","type":"dissertation","venue":"TSpace (University of Toronto)","topic":"Land Use and Ecosystem Services","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Ontario Ministry of Natural Resources and Forestry; Ministry of Natural Resources","keywords":"Climate change; Geography; Environmental resource management; Environmental planning; Environmental science; Geology","routes":{"ca_aff":false,"ca_fund":true,"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":[0.001194118,0.0004593621,0.0002573034,0.0007136801,0.0004268118,0.001446698,0.0006499035,0.0006853134,0.001363698],"category_scores_gemma":[0.004466887,0.0004184912,0.0006283994,0.0008410392,0.0005445394,0.001774011,0.001021075,0.0008149919,0.0001087735],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002972722,"about_ca_system_score_gemma":0.002489969,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1095172,"about_ca_topic_score_gemma":0.1124117,"domain_scores_codex":[0.99951,0.0002453305,0.00001998598,0.00006085649,0.0001252594,0.00003847358],"domain_scores_gemma":[0.9990053,0.0006002917,0.0001081136,0.00007893426,0.0001580133,0.00004942355],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000004676006,0.000002670739,0.001413317,0.0000081821,0.00001303759,0.0000124529,0.00002400852,0.9875803,0.00008174282,0.007110038,0.000145268,0.003604214],"study_design_scores_gemma":[0.000003016793,0.000006281399,0.0008007326,0.00001474056,0.000006628452,0.000006986388,0.0000399841,0.9825951,0.0001248899,0.0146732,0.001717581,0.00001089576],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3091996,0.001469926,0.6466272,0.003425303,0.0001071448,0.00009511541,0.002162701,0.0006994437,0.03621359],"genre_scores_gemma":[0.941842,0.0009770177,0.05502002,0.00008684617,0.00002334388,0.00005574962,0.0006307354,0.00005035291,0.00131401],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1095172,"threshold_uncertainty_score":0.2177594,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01804186844289414,"score_gpt":0.2453076909313514,"score_spread":0.2272658224884573,"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."}}