{"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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.006835863,0.0001369298,0.000211827,0.0004508304,0.003585782,0.0001215967,0.0008910569,0.0001527443,0.0003951947],"category_scores_gemma":[0.002769184,0.0001066127,0.0001080662,0.001374351,0.001077346,0.001007524,0.00002459725,0.0003297939,0.000008750773],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002480567,"about_ca_system_score_gemma":0.003725448,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01836567,"about_ca_topic_score_gemma":0.04387836,"domain_scores_codex":[0.9973324,0.0007407137,0.0005760966,0.0002181644,0.0005108296,0.0006218075],"domain_scores_gemma":[0.9973878,0.0003690373,0.0007191211,0.0001765552,0.0008169846,0.0005304692],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000859152,0.0005085173,0.0700878,0.0001662555,0.0001765955,0.000009867589,0.4265921,0.0008081904,0.0004824439,0.4377733,0.0394024,0.02390654],"study_design_scores_gemma":[0.0001182165,0.00009724517,0.004640393,0.00007333668,0.0000297246,0.00006267177,0.199673,0.00001590157,0.0003896891,0.01667858,0.7780538,0.0001673932],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9177023,0.0002376541,0.0000925269,0.02081578,0.002578085,0.0002959284,0.00009925386,0.00001802915,0.05816041],"genre_scores_gemma":[0.9884512,0.0008115755,0.003045013,0.003495275,0.0001783487,0.000009985947,0.000002629147,0.000008194009,0.003997797],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7386514,"threshold_uncertainty_score":0.9977114,"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."}}