{"id":"W431260476","doi":"","title":"THE CONCERNS OF CANADIAN WOMEN ACADEMICS: WILL FACULTY SHORTAGES MAKE THINGS SETTER OR WORSE?","year":2003,"lang":"en","type":"article","venue":"McGill Journal of Education / Revue des sciences de l'éducation de McGill","topic":"Gender Diversity and Inequality","field":"Social Sciences","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Economic shortage; Political science; Humanities; Sociology; Art; Philosophy","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":[],"consensus_categories":[],"category_scores_codex":[0.00788842,0.0006174463,0.0004478902,0.003642744,0.03077622,0.0106455,0.002154847,0.002851631,0.0141676],"category_scores_gemma":[0.01601568,0.0003438223,0.0005759496,0.008178839,0.0116107,0.00464636,0.004174956,0.003551989,0.0009707675],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.1142007,"about_ca_system_score_gemma":0.1209245,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9555946,"about_ca_topic_score_gemma":0.9738766,"domain_scores_codex":[0.9932404,0.001370059,0.0001249039,0.0004286812,0.002563013,0.002273018],"domain_scores_gemma":[0.9897313,0.003059835,0.001083481,0.0001899906,0.004140835,0.001794662],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001453216,0.00005416121,0.06010839,0.000834197,0.00004073432,0.001694355,0.6413912,0.0002619008,0.0008257768,0.09798966,0.129795,0.06685935],"study_design_scores_gemma":[0.00000440013,0.00002012427,0.02539454,0.0005798244,0.00002220168,0.0001422152,0.7996981,0.00007564474,0.0002917461,0.002343479,0.1713743,0.00005341733],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.3597623,0.02092493,0.001257923,0.3595918,0.002005799,0.0001088916,0.001622521,0.00006889377,0.254657],"genre_scores_gemma":[0.8980657,0.01609089,0.0006519241,0.03420415,0.0005081889,0.00006487427,0.0003625336,0.00005976646,0.04999191],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8857993,"threshold_uncertainty_score":0.8285878,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4451347510245729,"score_gpt":0.4275644162857652,"score_spread":0.0175703347388077,"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."}}