{"id":"W3200939506","doi":"10.1016/j.tree.2021.08.013","title":"Promoting equity and inclusion with student-driven initiatives","year":2021,"lang":"en","type":"article","venue":"Trends in Ecology & Evolution","topic":"Career Development and Diversity","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa; McGill University","funders":"","keywords":"Inclusion (mineral); Equity (law); Diversity (politics); Representation (politics); Public relations; Political science; Universal design; Sociology; Engineering ethics; Computer science; Engineering; World Wide Web; Social science","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":[0.01225158,0.0004249604,0.000415347,0.001981196,0.007413505,0.01220633,0.002030279,0.003088779,0.01787334],"category_scores_gemma":[0.02456498,0.000270216,0.0006602259,0.001320198,0.003354201,0.005242063,0.0321333,0.003838631,0.002044851],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002912627,"about_ca_system_score_gemma":0.01793391,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001709606,"about_ca_topic_score_gemma":0.008499035,"domain_scores_codex":[0.9868102,0.005977277,0.0002247316,0.0007146482,0.002698831,0.003574374],"domain_scores_gemma":[0.966925,0.003291265,0.001757986,0.00118974,0.002463854,0.0243723],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001811786,0.005807848,0.1240038,0.0003514856,0.0001136741,0.0004311456,0.0320249,0.0007135112,0.002257034,0.2075815,0.0477988,0.5787351],"study_design_scores_gemma":[0.0002845979,0.001648256,0.1878707,0.001337724,0.0001459608,0.000694821,0.07570551,0.003590687,0.00535905,0.326976,0.3962445,0.0001422275],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"commentary","genre_scores_codex":[0.6033604,0.001285949,0.01634747,0.08310227,0.002051962,0.0004996666,0.0001099906,0.0003993932,0.2928429],"genre_scores_gemma":[0.9694141,0.0002528893,0.004120622,0.004845048,0.0003644263,0.0001710784,0.0000509376,0.00004686295,0.02073401],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.9979697,"threshold_uncertainty_score":0.06479329,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03255823321656436,"score_gpt":0.344206334702498,"score_spread":0.3116481014859336,"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."}}