{"id":"W3092393572","doi":"10.3389/fevo.2020.564508","title":"‘WildLift’: An Open-Source Tool to Guide Decisions for Wildlife Conservation","year":2020,"lang":"en","type":"article","venue":"Frontiers in Ecology and Evolution","topic":"Wildlife Ecology and Conservation","field":"Environmental Science","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; Alberta Biodiversity Monitoring Institute","funders":"","keywords":"Threatened species; Woodland caribou; Population; Environmental resource management; Wildlife management; Wildlife; Computer science; Risk analysis (engineering); Ecology; Business; Environmental science; Habitat; Biology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["open_science"],"consensus_categories":[],"category_scores_codex":[0.00296809,0.003281621,0.001301973,0.004766054,0.00077806,0.002736375,0.00422561,0.00236028,0.1067361],"category_scores_gemma":[0.01350969,0.001614272,0.002039493,0.002504659,0.0008612908,0.004644383,0.00386951,0.002468975,0.0395929],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001114105,"about_ca_system_score_gemma":0.001889202,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005769164,"about_ca_topic_score_gemma":0.01105457,"domain_scores_codex":[0.9987412,0.0002066515,0.0001622184,0.0002644121,0.0005267487,0.00009877088],"domain_scores_gemma":[0.9928558,0.004698114,0.0005475634,0.0006397907,0.0009184988,0.0003402972],"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":[0.000399405,0.000300594,0.00468757,0.001723021,0.0002318103,0.000650065,0.0004054396,0.01481425,0.002530684,0.007045388,0.7367639,0.2304479],"study_design_scores_gemma":[0.0008267122,0.0002325928,0.006130585,0.001149785,0.0001269632,0.0007146501,0.0002191627,0.1668527,0.005236284,0.04328657,0.7747644,0.0004595286],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"software","genre_gemma":"software","genre_scores_codex":[0.003960313,0.0005811316,0.2354164,0.0008711909,0.0004390879,0.0006468121,0.05265066,0.687632,0.01780242],"genre_scores_gemma":[0.04956108,0.001437053,0.5785279,0.00180378,0.000322732,0.003194407,0.1408987,0.1949875,0.02926691],"genre_candidate":"software","genre_consensus":"software","teacher_disagreement_score":0.9957744,"threshold_uncertainty_score":0.3570679,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01792739263065704,"score_gpt":0.24837832684365,"score_spread":0.230450934212993,"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."}}