{"id":"W4410198393","doi":"10.1088/2752-664x/add5fd","title":"Sentinel imagery detects the presence of live trees following large wildfires in California","year":2025,"lang":"en","type":"article","venue":"Environmental Research Ecology","topic":"Fire effects on ecosystems","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of New Brunswick","funders":"U.S. Geological Survey","keywords":"Aerial imagery; Remote sensing; Geography; Physical geography; Cartography","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.002842881,0.0001741316,0.0002875067,0.0001693531,0.000278726,0.00002374005,0.0007301719,0.0001355965,0.001269706],"category_scores_gemma":[0.0007886272,0.0001379469,0.0001137487,0.000476481,0.0007513897,0.0001717689,0.001356408,0.0004265214,0.001144172],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000615613,"about_ca_system_score_gemma":0.00003215783,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00145833,"about_ca_topic_score_gemma":0.004993963,"domain_scores_codex":[0.9964208,0.00113736,0.0003934927,0.0005120233,0.0006481491,0.0008881548],"domain_scores_gemma":[0.9972337,0.002074163,0.00007957908,0.0005246376,0.000002325715,0.0000855469],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004641156,0.0003416953,0.9393065,0.0000187669,0.00002671201,0.00008013456,0.0003508793,0.0001210283,0.0563301,0.00001967547,0.001229844,0.002128265],"study_design_scores_gemma":[0.0006325407,0.0001043346,0.9836279,0.00004158841,0.000007667412,0.000004042614,0.0006019844,0.005081019,0.006914705,0.0004861293,0.002379221,0.0001188955],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9952226,0.0002185924,0.00001243393,0.0005782909,0.0001640026,0.0008189648,0.00002126669,0.00001552027,0.002948311],"genre_scores_gemma":[0.9985215,0.00006618616,0.00004544824,0.0001191444,0.00001816343,0.0002082975,0.000006202385,0.00001746209,0.0009975628],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04941539,"threshold_uncertainty_score":0.9996433,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009971587091113624,"score_gpt":0.281336480973561,"score_spread":0.2713648938824474,"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."}}