{"id":"W4413965277","doi":"10.36939/ir.202509031335","title":"Wild Ungulate Detections Using RPAS and Satellite Imagery in Manitoba","year":2025,"lang":"en","type":"dissertation","venue":"","topic":"Remote Sensing and LiDAR Applications","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Winnipeg; Research Manitoba","keywords":"Ungulate; Satellite; Geography; Satellite imagery; Remote sensing; Cartography; Biology; Ecology; Engineering; Aerospace engineering; Habitat","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005321413,0.0003398496,0.0001767721,0.00160469,0.001011408,0.0006893168,0.0004604011,0.000222518,0.001358608],"category_scores_gemma":[0.0007690185,0.0003247097,0.0001539198,0.00210697,0.0005349651,0.0002614449,0.0006126541,0.0002781161,0.0002819822],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002890653,"about_ca_system_score_gemma":0.003151138,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7229132,"about_ca_topic_score_gemma":0.9365656,"domain_scores_codex":[0.9997719,0.00004148824,0.00001065547,0.00005606329,0.00006839145,0.00005149702],"domain_scores_gemma":[0.9995103,0.00006328346,0.00007500963,0.00002271932,0.0002607608,0.00006792874],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001974064,0.00023935,0.8866751,0.0002360105,0.00009566099,0.001122148,0.01537977,0.0006319324,0.01881159,0.0002566619,0.001933426,0.0744209],"study_design_scores_gemma":[0.000006549808,0.00005824734,0.9850549,0.00007304614,0.00003373748,0.0001606237,0.0104951,0.0005182503,0.0006535708,0.00003536777,0.002900124,0.00001049341],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9932227,0.0003566727,0.0003123149,0.0001664195,0.00000917848,0.00007151157,0.000582875,0.00001623461,0.005261975],"genre_scores_gemma":[0.9855317,0.001429083,0.003116764,0.0001774361,0.0000129193,0.00009456727,0.001353742,0.00001332688,0.008270383],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2770868,"threshold_uncertainty_score":0.5574372,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01247170261590838,"score_gpt":0.2471753769512487,"score_spread":0.2347036743353403,"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."}}