{"id":"W2922363415","doi":"10.1002/wsb.958","title":"Comparing infrared imagery to traditional methods for estimating ringed seal density","year":2019,"lang":"en","type":"article","venue":"Wildlife Society Bulletin","topic":"Marine animal studies overview","field":"Environmental Science","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba; Fisheries and Oceans Canada","funders":"Fisheries and Oceans Canada; Environment and Climate Change Canada; Churchill Northern Studies Centre; ArcticNet; World Wildlife Fund","keywords":"Transect; Remote sensing; Infrared; Aerial survey; Environmental science; Arctic; Geology; Oceanography; Optics; Physics","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.003630404,0.0005715584,0.0002960615,0.002678187,0.000310171,0.0008939173,0.0008081637,0.0004218312,0.0009222549],"category_scores_gemma":[0.006136832,0.0003240578,0.0003964463,0.001439689,0.0003918129,0.001131096,0.0007279117,0.0003252684,0.0003280887],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007311943,"about_ca_system_score_gemma":0.0003190971,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02724005,"about_ca_topic_score_gemma":0.05447843,"domain_scores_codex":[0.9975913,0.0008559243,0.00012768,0.0004302631,0.0008919204,0.0001029914],"domain_scores_gemma":[0.9950734,0.001646067,0.0008297272,0.0002630645,0.002057125,0.00013056],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001078272,0.0002609842,0.812167,0.0004481464,0.0007449334,0.00009472273,0.0006304478,0.006181097,0.01725295,0.0003398683,0.00126263,0.159539],"study_design_scores_gemma":[0.00007420733,0.0008151787,0.9424572,0.0001607181,0.0003995326,0.0002425096,0.001216701,0.04162381,0.01037879,0.0003016144,0.002265262,0.00006438551],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9446784,0.00345648,0.04316068,0.0001316335,0.0001427982,0.0002117486,0.000887366,0.0002455296,0.007085455],"genre_scores_gemma":[0.9193798,0.00107473,0.07716846,0.0001037035,0.00008816841,0.0001173681,0.0009352525,0.00004052849,0.001092043],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02724005,"threshold_uncertainty_score":0.05416298,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04298026592593988,"score_gpt":0.2943879603542593,"score_spread":0.2514076944283195,"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."}}