{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00102379,0.00002731647,0.00005489037,0.00006326097,0.0004276152,0.000007182483,0.00003699703,0.00009165597,0.000050901],"category_scores_gemma":[0.0001252062,0.00003182423,0.00001296012,0.00006477625,0.00004333724,0.0001561385,0.0000525623,0.00004023025,0.00002227806],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002096191,"about_ca_system_score_gemma":0.00005259862,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002020123,"about_ca_topic_score_gemma":0.02050089,"domain_scores_codex":[0.9995501,0.000150513,0.00003865254,0.0000912847,0.00004848982,0.0001209782],"domain_scores_gemma":[0.9997107,0.0002009919,0.00002206662,0.0000217924,0.00001925915,0.00002516851],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002601318,0.000009275352,0.9911868,0.000005228977,0.000002675132,4.023437e-7,0.002635175,0.000001659464,0.00003659637,0.005622317,0.0001415591,0.00009816886],"study_design_scores_gemma":[0.0003555396,0.00002130897,0.9931222,0.000003319187,0.000004438532,4.680308e-7,0.003074068,0.00003472247,0.000002291781,0.001870019,0.001469975,0.00004171375],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.996689,0.0000118676,0.00003798817,0.0002486592,0.0003687,0.0001846332,0.000002145168,0.00001667201,0.002440301],"genre_scores_gemma":[0.9992219,0.000008373466,0.00006258026,0.00003119142,0.00003443425,0.000001860519,0.000005045652,7.668187e-7,0.0006338704],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01848077,"threshold_uncertainty_score":0.9973724,"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."}}