{"id":"W3188060646","doi":"10.1371/journal.pone.0254380","title":"Mapping Arctic cetaceans from space: A case study for beluga and narwhal","year":2021,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Marine animal studies overview","field":"Environmental Science","cited_by":41,"is_retracted":false,"has_abstract":true,"ca_institutions":"Fisheries and Oceans Canada; University of Manitoba","funders":"","keywords":"Beluga Whale; Beluga; Arctic; Whale; Fjord; Cetacea; Geography; Shore; Oceanography; Open water; Fishery; Leucas; Remote sensing; Geology; Biology","routes":{"ca_aff":true,"ca_fund":false,"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":[0.001012163,0.0005506942,0.0002681137,0.00187451,0.001887617,0.0008242488,0.0005293909,0.0007715605,0.00046266],"category_scores_gemma":[0.001915197,0.000217465,0.0003683392,0.001282172,0.0008001321,0.0007154646,0.000974573,0.0004096174,0.0001149792],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001096224,"about_ca_system_score_gemma":0.0006655025,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1427721,"about_ca_topic_score_gemma":0.3918507,"domain_scores_codex":[0.99926,0.0002237605,0.00005009723,0.0001476774,0.0001662926,0.0001521206],"domain_scores_gemma":[0.9992015,0.0002290949,0.0001422038,0.00007623985,0.0001939115,0.0001570331],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001540232,0.0003465591,0.9008324,0.0001823447,0.0001107128,0.01752135,0.02099758,0.00178017,0.006663159,0.0003986202,0.0008267657,0.05018628],"study_design_scores_gemma":[0.000009535273,0.000492226,0.9287128,0.0001094078,0.0001093925,0.009404243,0.04847727,0.004569022,0.001872504,0.0003466943,0.005853183,0.00004366068],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9982159,0.0002435572,0.0005660587,0.0001241366,0.00000600871,0.00003091033,0.00007119856,0.000007397335,0.0007349327],"genre_scores_gemma":[0.9929212,0.0004504788,0.005525531,0.00005907836,0.00001499478,0.00002297417,0.0002555255,0.000006239623,0.0007439046],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1427721,"threshold_uncertainty_score":0.2838821,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06620629313642272,"score_gpt":0.2405570504373514,"score_spread":0.1743507573009287,"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."}}