{"id":"W2083504368","doi":"10.1080/0954025032000170309","title":"Sleepless in academia","year":2004,"lang":"en","type":"article","venue":"Gender and Education","topic":"Gender Diversity and Inequality","field":"Social Sciences","cited_by":509,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Higher education; Sociology; Gender studies; Feminism; Political science; Social science; Law","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":[],"consensus_categories":[],"category_scores_codex":[0.0002892135,0.00002541682,0.00003187084,0.00002318043,0.0001500729,0.0000186816,0.00004722762,0.000123084,0.00004622243],"category_scores_gemma":[0.00002560499,0.00002814762,0.000008227956,0.00009917811,0.00003807724,0.0001384013,0.00001095379,0.000131306,0.00001972458],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007560578,"about_ca_system_score_gemma":0.0002094943,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003816915,"about_ca_topic_score_gemma":0.0005319834,"domain_scores_codex":[0.999646,0.00003889215,0.00004891675,0.00008397026,0.00007956911,0.0001026184],"domain_scores_gemma":[0.9998766,0.000007011697,0.00001271091,0.00003626315,0.00001705851,0.00005042025],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.000006949229,0.0001927639,0.2127809,0.0000277611,0.000005710859,3.842348e-7,0.4352982,0.00003202561,0.0000572462,0.3034232,0.002351034,0.04582384],"study_design_scores_gemma":[0.0002183062,0.00000537193,0.7263749,0.000006752944,0.000004989578,4.32203e-7,0.1481607,7.984557e-7,0.00006624973,0.1010912,0.0239763,0.00009395787],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9338949,0.0002216567,0.0001266792,0.00281851,0.0002949285,0.00006500819,6.075593e-7,0.00001337102,0.06256434],"genre_scores_gemma":[0.9987704,0.0001455359,0.0001374703,0.0006061817,0.0001002916,0.000002528812,0.0000029283,0.000001041601,0.0002336882],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.513594,"threshold_uncertainty_score":0.5770059,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1348876199826139,"score_gpt":0.3543787963264048,"score_spread":0.2194911763437909,"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."}}