{"id":"W3134983732","doi":"10.1111/ele.13716","title":"Ecology and evolutionary biology must elevate BIPOC scholars","year":2021,"lang":"en","type":"article","venue":"Ecology Letters","topic":"Climate Change Communication and Perception","field":"Social Sciences","cited_by":38,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"Marine Environmental Observation Prediction and Response Network","keywords":"Indigenous; Diversity (politics); Equity (law); Ecology; Power (physics); Sociology; Representation (politics); Racism; Public relations; Political science; Biology; Law; Anthropology; Gender studies; Politics","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003998695,0.00007564381,0.0001331432,0.0000884451,0.0006370372,0.00002618334,0.0001625933,0.0001973526,0.002812359],"category_scores_gemma":[0.0002999657,0.00008680288,0.00003827014,0.0001781364,0.0006084445,0.0001177375,0.0001297586,0.0002118257,0.0002515372],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001534869,"about_ca_system_score_gemma":0.00008873228,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001823072,"about_ca_topic_score_gemma":0.008662181,"domain_scores_codex":[0.9985154,0.0007622935,0.0001447233,0.000228071,0.00005296121,0.0002965494],"domain_scores_gemma":[0.9992775,0.0003165117,0.00005896807,0.000196164,0.00007183113,0.00007907441],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001854373,0.0001334038,0.9087716,0.00001062776,0.00006347684,0.00003590186,0.006383729,0.000005675157,0.04009322,0.01688927,0.02093545,0.006659087],"study_design_scores_gemma":[0.0003265352,0.00002793774,0.7284323,0.000003194897,0.00001587594,0.0000157131,0.001859285,0.000017328,0.00002258161,0.001429842,0.2677225,0.0001268952],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.876597,0.0002217149,0.0000168296,0.1164714,0.000640605,0.00009949729,0.000009162201,0.00005926641,0.005884443],"genre_scores_gemma":[0.9761243,0.003361288,0.0006140113,0.01902571,0.0002014204,0.00002688885,0.00009903973,0.000008340398,0.0005389691],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2467871,"threshold_uncertainty_score":0.9980992,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1939498085479394,"score_gpt":0.3994719995273641,"score_spread":0.2055221909794247,"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."}}