{"id":"W2161449553","doi":"10.1139/juvs-2015-0006","title":"A protocol for the aerial survey of penguin colonies using UAVs","year":2015,"lang":"en","type":"article","venue":"Journal of Unmanned Vehicle Systems","topic":"Avian ecology and behavior","field":"Environmental Science","cited_by":95,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Environment Research Council; Sight Research UK","keywords":"Aerial survey; Protocol (science); Open source; Simple (philosophy); Geography; Drone; Nest (protein structural motif); Computer science; Ecology; Remote sensing; Biology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.003875155,0.001131543,0.0006857063,0.0016896,0.001659352,0.0008009616,0.001231858,0.001350111,0.07115816],"category_scores_gemma":[0.006412981,0.0008983348,0.0004606922,0.001190468,0.0007230089,0.0008859307,0.001951588,0.00180202,0.02698634],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007011483,"about_ca_system_score_gemma":0.002042253,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001589254,"about_ca_topic_score_gemma":0.004477245,"domain_scores_codex":[0.9972362,0.0007875921,0.0005666438,0.0004149644,0.0007515084,0.0002429894],"domain_scores_gemma":[0.9931665,0.001859976,0.0003951475,0.002065351,0.00205666,0.0004563711],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002568237,0.001527678,0.006034659,0.0033413,0.00009952487,0.003743936,0.003481007,0.006048071,0.2150186,0.01797951,0.2921365,0.4480209],"study_design_scores_gemma":[0.0005167379,0.001815462,0.01575902,0.0009302977,0.00005543828,0.001172968,0.001223167,0.008141055,0.039321,0.005804482,0.9250494,0.0002109344],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"protocol","genre_scores_codex":[0.02878666,0.0006104882,0.7266247,0.001162208,0.00157149,0.1535711,0.02320086,0.0115069,0.05296564],"genre_scores_gemma":[0.03946175,0.0009393654,0.6263576,0.001225138,0.0002900876,0.2796676,0.01594584,0.001055569,0.03505715],"genre_candidate":"protocol","genre_consensus":null,"teacher_disagreement_score":0.07115816,"threshold_uncertainty_score":0.2380478,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1433774417645133,"score_gpt":0.3592249494973621,"score_spread":0.2158475077328487,"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."}}