{"id":"W6967100551","doi":"10.5167/uzh-264328","title":"Towards Monitoring Biodiversity from Space","year":2024,"lang":"en","type":"dissertation","venue":"Zurich Open Repository and Archive (University of Zurich)","topic":"Remote Sensing in Agriculture","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Biodiversity; Convention on Biological Diversity; Measurement of biodiversity; Ecosystem services; Agricultural biodiversity; Ecosystem; Ecosystem diversity; Global biodiversity; Species richness","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":[0.005320559,0.001172313,0.001055225,0.01156909,0.001040271,0.005451513,0.001845527,0.002020779,0.004701615],"category_scores_gemma":[0.01240978,0.0004998999,0.000981422,0.0100874,0.001699784,0.01171888,0.005904133,0.002943945,0.002897535],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001338635,"about_ca_system_score_gemma":0.001437567,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007407058,"about_ca_topic_score_gemma":0.007774072,"domain_scores_codex":[0.9956643,0.001276102,0.0003322522,0.0009550853,0.001523875,0.0002484347],"domain_scores_gemma":[0.992013,0.001723352,0.001236499,0.001233307,0.00330852,0.0004853201],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001106754,0.0001708377,0.08924174,0.001653147,0.0002890958,0.0001628683,0.002269633,0.007642449,0.008847179,0.05261677,0.0441565,0.7928391],"study_design_scores_gemma":[0.00002915971,0.0003186566,0.1355411,0.002827095,0.0002888525,0.0006757783,0.006926185,0.01861505,0.007769297,0.1951857,0.6315714,0.0002517821],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.1029805,0.04114493,0.6638137,0.02208462,0.003809831,0.0008348505,0.02591034,0.004120075,0.1353012],"genre_scores_gemma":[0.2808577,0.02569574,0.6395647,0.005796346,0.001595399,0.001391545,0.03138231,0.0005430837,0.01317326],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.01156909,"threshold_uncertainty_score":0.02813816,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007494526952080546,"score_gpt":0.1957060816717208,"score_spread":0.1882115547196403,"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."}}