{"id":"W4408628839","doi":"10.1002/ecy.70032","title":"Tree diversity shapes the spectral signature of light transmittance in developing forests","year":2025,"lang":"en","type":"article","venue":"Ecology","topic":"Remote Sensing in Agriculture","field":"Environmental Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec en Outaouais; Université du Québec à Montréal","funders":"Division of Environmental Biology; Albert-Ludwigs-Universität Freiburg; Division of Biological Infrastructure; Université de Fribourg; NOMIS Stiftung; National Science Foundation","keywords":"Ecology; Signature (topology); Diversity (politics); Geography; Spectral signature; Tree (set theory); Species diversity; Agroforestry; Environmental science; Remote sensing; Biology; Mathematics; Sociology; Geometry","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":[0.0002582606,0.0001370838,0.0002531178,0.0006299234,0.000322328,0.0005176806,0.000184191,0.0001816475,0.0004548979],"category_scores_gemma":[0.0005273937,0.0001781559,0.0001391783,0.0003251394,0.0005080921,0.0002832391,0.0004123014,0.0002693127,0.00007687571],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002715699,"about_ca_system_score_gemma":0.0001099338,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002713287,"about_ca_topic_score_gemma":0.006094205,"domain_scores_codex":[0.9998596,0.00003130878,0.00001001617,0.00004884087,0.00002154472,0.00002872384],"domain_scores_gemma":[0.9993339,0.0002197074,0.0001675688,0.00004831227,0.00007681341,0.0001536382],"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":[0.0004839632,0.0001206041,0.4755851,0.00005095652,0.00009533641,0.0001388521,0.0009267902,0.0008003505,0.5151384,0.0001928263,0.00004927904,0.006417506],"study_design_scores_gemma":[0.000003445146,0.00004703116,0.997196,0.00000137702,0.00001042692,0.00004191692,0.000137125,0.0004790563,0.001983157,0.00005099588,0.00004606237,0.000003481162],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9997655,0.00002384763,0.00009162864,0.000001999764,2.097055e-7,9.491177e-7,0.00001018016,0.000002089098,0.0001037119],"genre_scores_gemma":[0.9997633,0.00002058596,0.000128783,0.000006399286,6.919432e-7,0.000001713984,0.00003527182,0.000002168242,0.00004097779],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002713287,"threshold_uncertainty_score":0.005394936,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00511625886230937,"score_gpt":0.1988163067302024,"score_spread":0.193700047867893,"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."}}