{"id":"W4414528433","doi":"10.3390/rs17193299","title":"Detection of Aguadas (Ponds) Through Remote Sensing in the Bajo El Laberinto Region, Calakmul, Campeche, Mexico","year":2025,"lang":"en","type":"article","venue":"Remote Sensing","topic":"Archaeological Research and Protection","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Satellite imagery; Digital elevation model; Orthophoto; Satellite; Lidar; Identification (biology); Visualization","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0001481003,0.0001574393,0.0001075953,0.001007145,0.0004132741,0.000331624,0.0002709417,0.0001832961,0.0002883889],"category_scores_gemma":[0.0003550214,0.0001092263,0.00007804781,0.0006821596,0.0003423936,0.0002671301,0.0004433197,0.0001195806,0.00004245254],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000533555,"about_ca_system_score_gemma":0.0004119276,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1155607,"about_ca_topic_score_gemma":0.3173443,"domain_scores_codex":[0.999925,0.000007884115,0.000004343595,0.00002715583,0.00001809899,0.00001756895],"domain_scores_gemma":[0.9998608,0.00002857478,0.00006017846,0.000009395737,0.00002684982,0.00001417915],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008284655,0.00005286128,0.9613239,0.00008080047,0.0000237944,0.0003600173,0.002238503,0.0002695873,0.005396779,0.0001478048,0.000480331,0.02954299],"study_design_scores_gemma":[0.000003692656,0.00001468223,0.9967991,0.00001417012,0.000008407279,0.00007292646,0.001706486,0.000334955,0.0001978632,0.00001421001,0.0008310873,0.00000232952],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987675,0.0001144702,0.0001431482,0.00002638829,0.000001627804,0.00001524335,0.0001863851,0.000009099914,0.0007360569],"genre_scores_gemma":[0.9979965,0.0001985392,0.001028572,0.00001153845,0.000002654419,0.00002842608,0.0003203982,0.000001313011,0.0004119596],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1155607,"threshold_uncertainty_score":0.2297761,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03153401217620104,"score_gpt":0.2841832970360731,"score_spread":0.252649284859872,"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."}}