{"id":"W3206843699","doi":"10.1109/igarss47720.2021.9553053","title":"Monitoring of 30 Years Wetland Changes in Newfoundland, Canada","year":2021,"lang":"en","type":"article","venue":"","topic":"Land Use and Ecosystem Services","field":"Environmental Science","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institut National de la Recherche Scientifique; Centre For Cold Ocean Resources Engineering; Memorial University of Newfoundland","funders":"","keywords":"Wetland; Change detection; Land cover; Remote sensing; Ecosystem; Geography; Environmental resource management; Physical geography; Environmental science; Land use; Ecology","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":[0.0002674905,0.0002425802,0.0001727097,0.001113113,0.001073543,0.0006499664,0.0004276877,0.0001980191,0.0005268654],"category_scores_gemma":[0.0004540804,0.000115776,0.0001832369,0.001569611,0.0003245361,0.0002849988,0.0004007797,0.0002535054,0.0001688927],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009040569,"about_ca_system_score_gemma":0.005544054,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9807922,"about_ca_topic_score_gemma":0.995845,"domain_scores_codex":[0.9997742,0.000007750268,0.0000131429,0.00006691151,0.00006896036,0.00006905025],"domain_scores_gemma":[0.9993528,0.00003479397,0.00008450642,0.00003032365,0.0004200443,0.00007755965],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001612399,0.00008788009,0.9334621,0.00009339872,0.0001142496,0.0003480473,0.0007185597,0.00322939,0.005236155,0.000127459,0.006643518,0.04977795],"study_design_scores_gemma":[0.000003519538,0.00001245065,0.9938596,0.0000125241,0.0000157572,0.00003011837,0.0004177488,0.002683798,0.0008125813,0.00000974229,0.002134555,0.000007503229],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9850585,0.000339653,0.0006499274,0.0001030312,0.00001308574,0.00004737196,0.01068752,0.0001253009,0.002975664],"genre_scores_gemma":[0.982588,0.0003523003,0.00200768,0.00007080683,0.000005860502,0.00003313732,0.01153494,0.00001352144,0.003393751],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01920778,"threshold_uncertainty_score":0.0655942,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009790599036263314,"score_gpt":0.2017403217317804,"score_spread":0.1919497226955171,"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."}}