{"id":"W2911477604","doi":"10.1002/ece3.4962","title":"A sponsorship action plan for increasing diversity in STEMM","year":2019,"lang":"en","type":"article","venue":"Ecology and Evolution","topic":"Career Development and Diversity","field":"Social Sciences","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Trois-Rivières","funders":"","keywords":"Diversity (politics); Plan (archaeology); Action plan; Inclusion (mineral); Action (physics); Public relations; Institution; Psychological intervention; Political science; Sociology; Management; Psychology; 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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.04080027,0.001187431,0.0003730879,0.00260248,0.007600843,0.003952947,0.002661643,0.005786942,0.01502256],"category_scores_gemma":[0.03985649,0.0006059475,0.00100823,0.0008809209,0.003129059,0.004435635,0.009937334,0.006529923,0.002081368],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006164167,"about_ca_system_score_gemma":0.03895043,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00281097,"about_ca_topic_score_gemma":0.008389854,"domain_scores_codex":[0.9757625,0.015623,0.001275333,0.001272712,0.003246421,0.002820013],"domain_scores_gemma":[0.9623914,0.01074077,0.00348826,0.001858014,0.005084809,0.01643675],"domain_codex":null,"domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0007657189,0.01387179,0.02475363,0.001720518,0.000137629,0.002572982,0.03518369,0.01071783,0.008127393,0.156173,0.1576817,0.5882941],"study_design_scores_gemma":[0.00176039,0.008429958,0.05131664,0.002048573,0.0002057308,0.001175216,0.04409567,0.01436099,0.005863047,0.1026428,0.7676078,0.0004931999],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.1787385,0.001584076,0.2673933,0.2425393,0.00562051,0.09665474,0.0008881938,0.003471919,0.2031094],"genre_scores_gemma":[0.3935069,0.0008404961,0.4861528,0.01800979,0.0006593629,0.04923685,0.0007342832,0.0001237408,0.05073578],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9591997,"threshold_uncertainty_score":0.2157751,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06025112815179125,"score_gpt":0.2752347857229914,"score_spread":0.2149836575712002,"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."}}