{"id":"W4401001051","doi":"10.1093/mam/ozae044.1076","title":"CCEM's Strategic Initiatives and Collaborative Approach to Advancing Equity, Diversity, and Inclusion in STEAM Fields","year":2024,"lang":"en","type":"article","venue":"Microscopy and Microanalysis","topic":"Career Development and Diversity","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"","keywords":"Equity (law); Inclusion (mineral); Diversity (politics); Business; Political science; Sociology; 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":[0.03564029,0.0006101176,0.0003816821,0.003257355,0.00818925,0.01124045,0.002543561,0.008436181,0.01335605],"category_scores_gemma":[0.03379275,0.0003086439,0.0004938474,0.002203635,0.00662002,0.00552126,0.01699344,0.009110636,0.001634835],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008365084,"about_ca_system_score_gemma":0.08057832,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01141907,"about_ca_topic_score_gemma":0.0426403,"domain_scores_codex":[0.9827544,0.004356959,0.0003085126,0.0007051869,0.008797347,0.003077613],"domain_scores_gemma":[0.9385897,0.009964533,0.001471306,0.003384763,0.012102,0.03448771],"domain_codex":null,"domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007498154,0.0003128994,0.002939712,0.0002707078,0.00001588482,0.0003527988,0.00458156,0.0004991378,0.00194982,0.2703961,0.5719406,0.1466657],"study_design_scores_gemma":[0.0000207593,0.00008789281,0.003329958,0.0002434664,0.000004605825,0.0004019265,0.0030386,0.0006247021,0.001666753,0.0297622,0.9607851,0.00003398003],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.03355129,0.008629665,0.041193,0.6646978,0.02328509,0.0009183611,0.0003904354,0.001128582,0.2262058],"genre_scores_gemma":[0.4477464,0.005943995,0.145398,0.08813236,0.007843635,0.001551007,0.0006406194,0.0007273971,0.3020166],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9643597,"threshold_uncertainty_score":0.1884861,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03122930420929032,"score_gpt":0.3247763352990254,"score_spread":0.2935470310897351,"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."}}