{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001065008,0.0002085999,0.0003492514,0.000009217662,0.0003266365,0.00005216729,0.0002762005,0.00006965736,0.002710284],"category_scores_gemma":[0.0002312795,0.0002175184,0.0002479225,0.0001629777,0.00008942486,0.00005887228,0.0006315776,0.0001925543,0.001038288],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002739382,"about_ca_system_score_gemma":0.0000125208,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001992478,"about_ca_topic_score_gemma":0.00006362668,"domain_scores_codex":[0.9984234,0.00008499232,0.0002678677,0.0004935674,0.0002889458,0.0004412518],"domain_scores_gemma":[0.9990374,0.0004310893,0.000108373,0.0002413249,0.0000217164,0.0001600305],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005801348,0.0001135849,0.2463061,0.0001701607,0.00009744121,0.000001135268,0.0009780767,0.002686086,0.002627898,0.0002109474,0.7350826,0.01166799],"study_design_scores_gemma":[0.001016212,0.0001676484,0.4074566,0.00007211697,0.00004696656,0.000008537106,0.0002572419,0.03624906,0.0003138569,0.0004361916,0.5533697,0.0006058148],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.8761991,0.00005080965,0.08734736,0.01080956,0.0005233458,0.001568129,0.0000199868,0.0002232515,0.02325847],"genre_scores_gemma":[0.08102535,0.000006757641,0.9049534,0.01240775,0.000192895,0.0001019208,0.00001674716,0.00003121497,0.001263975],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.817606,"threshold_uncertainty_score":0.9997395,"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."}}