{"id":"W2133309522","doi":"10.1007/s11273-012-9280-4","title":"Comparing survey methods for monitoring vegetation change through time in a restored peatland","year":2013,"lang":"en","type":"article","venue":"Wetlands Ecology and Management","topic":"Peatlands and Wetlands Ecology","field":"Environmental Science","cited_by":56,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université Laval","funders":"","keywords":"Peat; Sphagnum; Environmental science; Vegetation (pathology); Ericaceae; Abundance (ecology); Quadrat; Ecology; Moss; Sampling (signal processing); Range (aeronautics); Plant community; Physical geography; Forestry; Geography; Biology; Ecological succession; Computer science; Shrub","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":[0.006934601,0.0004697521,0.0004481419,0.002305835,0.0005675339,0.0007661249,0.0007677685,0.0009897895,0.0004185433],"category_scores_gemma":[0.01315779,0.0004337103,0.0006576744,0.001424966,0.0004066952,0.00109158,0.000777163,0.0004624724,0.0001581621],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001120112,"about_ca_system_score_gemma":0.000559413,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01270746,"about_ca_topic_score_gemma":0.03251365,"domain_scores_codex":[0.9966138,0.001781276,0.0002698152,0.0004321123,0.0007164369,0.0001866408],"domain_scores_gemma":[0.9863113,0.008494218,0.001564423,0.0007224448,0.002642764,0.0002649583],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.005109353,0.0009529037,0.8764513,0.0003194213,0.0005131841,0.00006678998,0.001805369,0.003743505,0.01724268,0.0001728029,0.0002814337,0.09334137],"study_design_scores_gemma":[0.0001075946,0.003193781,0.9639775,0.00004272841,0.0003353,0.0002587967,0.001504953,0.02136864,0.007975725,0.00024409,0.0009315234,0.00005948709],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9954202,0.0001845168,0.003652497,0.00002109567,0.00001722196,0.00006453737,0.0001964943,0.00002002129,0.0004234537],"genre_scores_gemma":[0.9871331,0.0001895969,0.01155929,0.00002885373,0.0000133947,0.0001964328,0.0003337892,0.00001229246,0.0005331639],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01270746,"threshold_uncertainty_score":0.03667408,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05266357169349842,"score_gpt":0.3141812020495893,"score_spread":0.2615176303560909,"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."}}