{"id":"W4415872428","doi":"10.3390/rs17213638","title":"Remote Sensing Monitoring of Phragmites Treatment and Fish Habitat Restoration in Long Point, Lake Erie, Canada","year":2025,"lang":"en","type":"article","venue":"Remote Sensing","topic":"Coastal wetland ecosystem dynamics","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University; Environment and Climate Change Canada","funders":"","keywords":"Phragmites; Wetland; Habitat; Vegetation (pathology); Restoration ecology; Ecosystem; Rangeland; Disturbance (geology)","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0002977307,0.0001835424,0.0001654335,0.0003908998,0.0008540925,0.0003789537,0.0005420313,0.0001879332,0.0005319437],"category_scores_gemma":[0.0006705499,0.0001384986,0.0001740614,0.0006238031,0.000369292,0.0002145467,0.000382412,0.0001958694,0.00007362664],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0126633,"about_ca_system_score_gemma":0.01033681,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9832006,"about_ca_topic_score_gemma":0.996759,"domain_scores_codex":[0.9997055,0.00002468288,0.00001105672,0.00004927171,0.0001363046,0.00007311253],"domain_scores_gemma":[0.9993317,0.00003734129,0.0001306179,0.00001322083,0.0004010153,0.00008625659],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002935009,0.0001606149,0.9507185,0.0001330332,0.00009611952,0.0002222713,0.002699258,0.001298684,0.01028805,0.000113486,0.001961118,0.03201521],"study_design_scores_gemma":[0.000006045111,0.00004086129,0.9969296,0.000009985826,0.00001324432,0.00001421185,0.0008389197,0.0007045873,0.0003726534,0.000008715002,0.00105594,0.000005244555],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9971018,0.0001530103,0.0002548386,0.00007852979,0.000003795999,0.00006447559,0.0007987128,0.00001572814,0.001528982],"genre_scores_gemma":[0.9961911,0.0001354522,0.0007689411,0.00003959861,0.00000187711,0.00004263215,0.0005789559,0.000003377448,0.002238082],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01679945,"threshold_uncertainty_score":0.09187913,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006355837042494486,"score_gpt":0.2121956731727384,"score_spread":0.205839836130244,"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."}}