{"id":"W4294163398","doi":"10.1111/mms.12971","title":"Individual North Atlantic right whales identified from space","year":2022,"lang":"en","type":"article","venue":"Marine Mammal Science","topic":"Marine animal studies overview","field":"Environmental Science","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"Surrey Memorial Hospital; University of Ottawa","funders":"Canadian Space Agency","keywords":"Right whale; Whale; Endangered species; Geography; Satellite imagery; Aerial survey; Critically endangered; Bay; Range (aeronautics); Population; Cetacea; Habitat; Critical habitat; Satellite; Remote sensing; Fishery; Oceanography; Ecology; Geology; Biology; Archaeology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","open_science","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0007529179,0.0002264441,0.0002281133,0.00007045994,0.001486086,0.0001760639,0.001853747,0.00001885468,0.04536586],"category_scores_gemma":[0.00009840191,0.0002090361,0.00007538886,0.001623884,0.0007836501,0.0004551979,0.01481779,0.0002845618,0.0009833587],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003956729,"about_ca_system_score_gemma":0.00004168256,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.05131738,"about_ca_topic_score_gemma":0.04132914,"domain_scores_codex":[0.9963005,0.00008398529,0.0002805497,0.0008719465,0.001767787,0.0006952779],"domain_scores_gemma":[0.9990643,0.00007291071,0.0001411569,0.0004963563,0.00001368503,0.0002116052],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000017209,0.00008343579,0.9827911,0.000003474273,0.000009780724,0.00007361238,0.0001788747,0.0002348326,0.0003505433,0.0003781866,0.004113334,0.01176557],"study_design_scores_gemma":[0.0001945464,0.00008267628,0.9016499,0.00000176141,0.00002123063,0.00001529253,0.00008613266,0.0003969054,0.0001216794,0.0006633571,0.09649885,0.0002676798],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9376824,0.00003287062,0.00002038054,0.0005139919,0.000318669,0.0002395027,0.00002926566,0.00008065037,0.06108229],"genre_scores_gemma":[0.9959309,0.00002248031,0.0008828588,0.0004904057,0.00007398044,0.00005404608,0.00003481616,0.0000142182,0.002496337],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09238552,"threshold_uncertainty_score":0.9998139,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01459067821966598,"score_gpt":0.2172691972234022,"score_spread":0.2026785190037362,"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."}}