{"id":"W4280648740","doi":"10.3390/rs14102346","title":"Editorial for Special Issue: “New Insights into Ecosystem Monitoring Using Geospatial Techniques”","year":2022,"lang":"en","type":"article","venue":"Remote Sensing","topic":"Species Distribution and Climate Change","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Geospatial analysis; Biodiversity; Climate change; Environmental resource management; Scale (ratio); Ecosystem services; Ecosystem; Data science; Environmental science; Environmental planning; Geography; Computer science; Remote sensing; Ecology; Cartography; 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":[0.007304817,0.005193902,0.005015633,0.00339986,0.003827077,0.008445998,0.005297265,0.02133687,0.0190795],"category_scores_gemma":[0.02861058,0.001513812,0.004504493,0.001625576,0.003281777,0.005300975,0.001774257,0.02591747,0.0187663],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002834777,"about_ca_system_score_gemma":0.002639632,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00206048,"about_ca_topic_score_gemma":0.004510253,"domain_scores_codex":[0.9949629,0.0008064607,0.0006104962,0.001117804,0.002126819,0.0003755272],"domain_scores_gemma":[0.9721291,0.01041833,0.00182138,0.0008875023,0.01111095,0.003632632],"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":[0.00004138038,0.00001458709,0.0000321168,0.0001002312,0.00001576103,0.00006110709,0.000004995772,0.00001797855,0.00005646531,0.0001116297,0.9974362,0.002107654],"study_design_scores_gemma":[0.0001295411,0.00005731955,0.0008223063,0.0003633338,0.00008791474,0.0002583521,0.00003887592,0.0003408116,0.0002222565,0.001139837,0.9965012,0.00003826963],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.0000386529,0.001603312,0.000130839,0.04649026,0.9507313,0.00002809498,0.00008768449,0.00008437708,0.0008054443],"genre_scores_gemma":[0.0002446836,0.001106628,0.00009477571,0.03108077,0.963895,0.00002619402,0.00004687118,0.00003559985,0.003469475],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.02133687,"threshold_uncertainty_score":0.06382734,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02366768292871169,"score_gpt":0.2679908261226982,"score_spread":0.2443231431939865,"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."}}