{"id":"W2894287306","doi":"10.1002/wcc.551","title":"Climate change vulnerability assessment of species","year":2018,"lang":"en","type":"article","venue":"Wiley Interdisciplinary Reviews Climate Change","topic":"Species Distribution and Climate Change","field":"Environmental Science","cited_by":525,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western Forest Products; University of British Columbia","funders":"Global Environment Facility; Claude Leon Foundation; Doris Duke Charitable Foundation","keywords":"Vulnerability (computing); IUCN Red List; Climate change; Environmental resource management; Extinction (optical mineralogy); Vulnerability assessment; Geography; Range (aeronautics); Environmental planning; Ecology; Computer science; Psychological resilience; Environmental science; Biology; Psychology","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001676681,0.0005506412,0.0009940672,0.0001020977,0.0005554699,0.00006276261,0.0007689429,0.0001738563,0.1257269],"category_scores_gemma":[0.00004727408,0.0004498771,0.0004541114,0.0007225267,0.001108444,0.0007626762,0.003489131,0.0002861999,0.004928815],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007727051,"about_ca_system_score_gemma":0.000005671554,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004210492,"about_ca_topic_score_gemma":0.0005658544,"domain_scores_codex":[0.9959607,0.0003209924,0.001182313,0.0008951927,0.0005677033,0.001073063],"domain_scores_gemma":[0.9977461,0.0000678235,0.000682769,0.001144139,0.0000716864,0.0002874976],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004307016,0.003367404,0.6364565,0.003240854,0.0000890826,0.00006448817,0.020586,6.119794e-7,0.01396915,0.01322249,0.1051397,0.203433],"study_design_scores_gemma":[0.0007780734,0.001234791,0.7546296,0.001458518,0.0001256761,0.00004094329,0.002953692,0.0003318381,0.0008246833,0.0002976273,0.2363328,0.0009917803],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5870827,0.004075802,0.00007777866,0.005384713,0.002844946,0.004856173,0.002416338,0.0003534439,0.3929081],"genre_scores_gemma":[0.9508413,0.0436585,0.0003972421,0.001589159,0.001192589,0.001586669,0.0004434154,0.0000813977,0.000209728],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3926984,"threshold_uncertainty_score":0.9997953,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1210059223309863,"score_gpt":0.377536624112685,"score_spread":0.2565307017816986,"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."}}