{"id":"W3153958132","doi":"","title":"Gender Inequality in Research and Service amongst Natural Sciences and Engineering Professors in Canada","year":2021,"lang":"en","type":"article","venue":"International Journal of Gender, Science, and Technology","topic":"Gender Diversity and Inequality","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Mount Saint Vincent University; University of Manitoba","funders":"","keywords":"Gender equity; Outreach; Equity (law); Inequality; Service (business); Psychology; Gender studies; Political science; Sociology; Business; Marketing","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch","sts"],"consensus_categories":[],"category_scores_codex":[0.00310228,0.0001754158,0.0006458262,0.002920955,0.009134658,0.003435037,0.001123589,0.0004415639,0.005294675],"category_scores_gemma":[0.006952576,0.0002681802,0.0003342875,0.006969502,0.002891755,0.0009922911,0.002764038,0.0008742053,0.0002787901],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.04818362,"about_ca_system_score_gemma":0.1136552,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9831767,"about_ca_topic_score_gemma":0.9944337,"domain_scores_codex":[0.9949621,0.0004158356,0.0001903918,0.0005086595,0.00166043,0.002262634],"domain_scores_gemma":[0.9874626,0.001293138,0.001598269,0.0002280626,0.002832802,0.006585237],"domain_codex":null,"domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002574198,0.00009914258,0.8703483,0.0002740771,0.00007498264,0.0004622391,0.05274799,0.0002900145,0.001363663,0.007477676,0.008330565,0.05827392],"study_design_scores_gemma":[0.00001374291,0.00004913392,0.9401907,0.00017626,0.00001746634,0.00009661208,0.04255031,0.0003178507,0.0002090026,0.0005393628,0.01579263,0.00004692878],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9790549,0.002129924,0.0002250687,0.005493036,0.00005967937,0.00004798098,0.00112009,0.00001675766,0.01185267],"genre_scores_gemma":[0.9962003,0.001032842,0.0001123991,0.000434591,0.00001369652,0.00001483576,0.0002019614,0.000007155047,0.001982237],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9968977,"threshold_uncertainty_score":0.3495983,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1686813640640088,"score_gpt":0.3821735548329308,"score_spread":0.213492190768922,"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."}}