{"id":"W4281617195","doi":"10.3390/ani12121483","title":"Robust Algorithms for Drone-Assisted Monitoring of Big Animals in Harsh Conditions of Siberian Winter Forests: Recovery of European elk (Alces alces) in Salair Mountains","year":2022,"lang":"en","type":"article","venue":"Animals","topic":"Wildlife Ecology and Conservation","field":"Environmental Science","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Drone; Geography; Aerial survey; Forestry; Ecology; Remote sensing; Biology; Botany","routes":{"ca_aff":false,"ca_fund":false,"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":[0.0008090748,0.0005887019,0.0006390738,0.0008287371,0.0002883465,0.0007213366,0.0008712955,0.0005777351,0.0005052061],"category_scores_gemma":[0.002018728,0.0002717382,0.0004328561,0.0005238886,0.0002613134,0.0004135405,0.0005697925,0.0004332575,0.0001782878],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000399667,"about_ca_system_score_gemma":0.0005956565,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007475375,"about_ca_topic_score_gemma":0.005934613,"domain_scores_codex":[0.9997292,0.00004969373,0.00002270554,0.00009061374,0.00005882981,0.00004879144],"domain_scores_gemma":[0.9995013,0.0001879065,0.0001177651,0.00004413668,0.0001183242,0.00003057705],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.0002496495,0.0001127496,0.007881104,0.00008477927,0.000193589,0.00014689,0.0001280462,0.6655114,0.01236881,0.001472065,0.0008398461,0.311011],"study_design_scores_gemma":[0.000009053483,0.00003713128,0.002959767,0.000004849119,0.00001382413,0.000024624,0.00003326164,0.995132,0.001062958,0.0004675621,0.0002493943,0.000005640703],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2027261,0.0009016113,0.7938673,0.0001347312,0.00005104635,0.00007866353,0.00009804278,0.0007830369,0.00135952],"genre_scores_gemma":[0.8839076,0.0002383411,0.1141921,0.00006068052,0.00003742442,0.00008925918,0.000259671,0.00003744484,0.001177581],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.007475375,"threshold_uncertainty_score":0.01486373,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04581501001148527,"score_gpt":0.2644421905800102,"score_spread":0.2186271805685249,"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."}}