{"id":"W4417513882","doi":"10.1080/07038992.2025.2600120","title":"Remotely Piloted Aircraft Systems (RPAS) for Monitoring Archaeological Sites in Nunavik in the Face of a Changing Climate","year":2025,"lang":"en","type":"article","venue":"Canadian Journal of Remote Sensing","topic":"Archaeological Research and Protection","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Kativik Regional Government; Avataq Cultural Institute; Université du Québec à Trois-Rivières; Université Laval; Center for Northern Studies","funders":"Natural Sciences and Engineering Research Council of Canada; Institute for Wetland and Waterfowl Research, Ducks Unlimited Canada; Hydro-Québec; Canada Foundation for Innovation; Fonds de recherche du Québec – Nature et technologies; Georgia Research Alliance","keywords":"Lidar; Photogrammetry; Vegetation (pathology); Terrain; Threatened species; Climate change; Digital elevation model; Aerial photography","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002128114,0.0000987213,0.0002569348,0.000738774,0.0001814921,0.00003207207,0.0002247222,0.00008956212,0.000006947575],"category_scores_gemma":[0.001075966,0.00006750649,0.00007271235,0.000704295,0.0001565173,0.00009181557,0.00001206952,0.0004406949,0.000001169345],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004702016,"about_ca_system_score_gemma":0.000322954,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.05334815,"about_ca_topic_score_gemma":0.1308347,"domain_scores_codex":[0.9983531,0.0003011285,0.0004057401,0.0001296454,0.00018715,0.0006232112],"domain_scores_gemma":[0.9988348,0.0006490732,0.0001390556,0.00009865683,0.0001069333,0.0001714568],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0002996773,0.00000284214,0.1027952,0.0001600042,0.0000195389,0.000532901,0.003755767,0.01183882,0.000383363,0.0000548455,0.00001235803,0.8801447],"study_design_scores_gemma":[0.001327528,0.001083661,0.5999162,0.002609233,0.00002428341,0.0005369952,0.01594919,0.363102,0.0008435362,0.01225194,0.002045786,0.0003096518],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9713324,0.001822059,0.02459214,0.001348842,0.0002746045,0.000347693,0.0000115647,0.000003773951,0.0002669609],"genre_scores_gemma":[0.98836,0.0001213206,0.01134484,0.00005782678,0.00009657434,3.988339e-8,0.000003225004,0.000002283038,0.00001389531],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.879835,"threshold_uncertainty_score":0.9529557,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04332782829438531,"score_gpt":0.2779278962897209,"score_spread":0.2346000679953356,"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."}}