{"id":"W4408545187","doi":"10.1002/ecy.70006","title":"Imaging spectroscopy reveals topographic variability effects on grassland functional traits and drought responses","year":2025,"lang":"en","type":"article","venue":"Ecology","topic":"Remote Sensing in Agriculture","field":"Environmental Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University; University of Toronto","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Grassland; Trait; Ecosystem; Ecology; Biology; Spatial variability; Adaptability; Specific leaf area; Drought tolerance; Environmental science; Agronomy; Botany; Photosynthesis","routes":{"ca_aff":true,"ca_fund":true,"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":[0.000210753,0.0002404933,0.0001806238,0.0006089659,0.0001575298,0.0003174244,0.0001466957,0.00028318,0.0005779978],"category_scores_gemma":[0.000358759,0.0001570908,0.0002058554,0.000644288,0.0001869058,0.0004225852,0.0002354845,0.0002909256,0.0001318334],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001325301,"about_ca_system_score_gemma":0.0000884289,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002454168,"about_ca_topic_score_gemma":0.003584105,"domain_scores_codex":[0.9999039,0.00001590713,0.000004130387,0.00003598397,0.00001865023,0.00002136064],"domain_scores_gemma":[0.9998195,0.00004298914,0.00005694642,0.00002061332,0.00004302712,0.00001696945],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.000443825,0.0001353943,0.2278409,0.0001876939,0.0002643266,0.000285612,0.0005888236,0.002032425,0.7225094,0.0003439947,0.0005891921,0.04477837],"study_design_scores_gemma":[0.000006084737,0.00005462181,0.984944,0.000007739097,0.00005328617,0.0002061443,0.000274298,0.004910378,0.008871409,0.0001626615,0.0004903555,0.00001899042],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9968497,0.0002194313,0.002163169,0.00002137815,0.000003437116,0.000003525114,0.0002248754,0.00004736898,0.00046703],"genre_scores_gemma":[0.9981951,0.00008431175,0.001310752,0.00002295303,0.000003662925,0.000004657999,0.0002637602,0.0000112791,0.0001035152],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002454168,"threshold_uncertainty_score":0.004879773,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003455751998646158,"score_gpt":0.2157515858793101,"score_spread":0.2122958338806639,"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."}}