{"id":"W4294086112","doi":"10.1038/s41467-022-32331-y","title":"A functional vulnerability framework for biodiversity conservation","year":2022,"lang":"en","type":"article","venue":"Nature Communications","topic":"Coral and Marine Ecosystems Studies","field":"Environmental Science","cited_by":61,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University; Lakehead University","funders":"Bjerknessenteret for klimaforskning, Universitetet i Bergen; Red Sea Research Center, King Abdullah University of Science and Technology; National Oceanic and Atmospheric Administration; Ocean Frontier Institute; Electricité de France; Tartu Ülikool; Centre National de la Recherche Scientifique; King Abdullah University of Science and Technology; University of Tasmania; Institut Français de Recherche pour l'Exploitation de la Mer; Fondation pour la Recherche sur la Biodiversite; Norges Forskningsråd; Dalhousie University; Directorate for Biological Sciences; Canada Research Chairs; Agence Nationale de la Recherche; University of Leeds; Albert-Ludwigs-Universität Freiburg; Biodiversa+; University of Portsmouth","keywords":"Vulnerability (computing); Comparability; Threatened species; Environmental resource management; Vulnerability assessment; Biodiversity; Computer science; Ecosystem; Species richness; Ecology; Geography; Biology; Environmental science; Psychological resilience; Computer security","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003002206,0.001245085,0.0006858204,0.004255454,0.001220842,0.002508522,0.001692749,0.00137916,0.005250407],"category_scores_gemma":[0.004822457,0.0002912926,0.001381418,0.001958365,0.003927057,0.003671574,0.002693152,0.001628323,0.0003692095],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003000047,"about_ca_system_score_gemma":0.001699301,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006794526,"about_ca_topic_score_gemma":0.003971006,"domain_scores_codex":[0.9987217,0.0006821892,0.00005890013,0.0001712434,0.0002232691,0.0001426654],"domain_scores_gemma":[0.9978907,0.001117956,0.0002733809,0.0001843309,0.0003619085,0.0001718245],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000005739411,0.00001574547,0.001733733,0.00009786761,0.00005432958,0.0001175326,0.0003025713,0.1333575,0.0002978861,0.8493526,0.001869933,0.01279453],"study_design_scores_gemma":[0.000002467477,0.00001922398,0.001112909,0.00008995616,0.00001694384,0.000129895,0.0002795748,0.1052577,0.00005999708,0.8848438,0.008166668,0.00002085945],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02211683,0.001877637,0.9280396,0.00425363,0.0001372585,0.0001292388,0.0006909727,0.0001715335,0.04258328],"genre_scores_gemma":[0.8037245,0.002649899,0.1847227,0.0005907369,0.0004704174,0.0008669724,0.00059761,0.0001517788,0.006225282],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.006794526,"threshold_uncertainty_score":0.02176702,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04134829334208844,"score_gpt":0.2759495164090895,"score_spread":0.2346012230670011,"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."}}