{"id":"W2126336631","doi":"10.1111/area.12223","title":"Mind the gap: gender disparities still to be addressed in <scp>UK</scp> Higher Education geography","year":2015,"lang":"en","type":"article","venue":"Area","topic":"Rural development and sustainability","field":"Agricultural and Biological Sciences","cited_by":54,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"Arts and Humanities Research Council; Royal Geographical Society","keywords":"Respondent; Inequality; Sociology; Charter; Higher education; Geography; Political science; Gender studies; Economic growth; Public relations; Economics","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002249911,0.00009780497,0.00009212826,0.00001627095,0.00007239264,0.00006954675,0.0002034176,0.00005338926,0.0001444778],"category_scores_gemma":[0.0001307521,0.00003155337,0.00004031993,0.000349082,0.00004855008,0.00009102962,0.0000656599,0.00006889976,0.00002103406],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003465169,"about_ca_system_score_gemma":0.00002991104,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009316482,"about_ca_topic_score_gemma":0.0008098015,"domain_scores_codex":[0.9991972,0.00005942418,0.0001332332,0.0001920713,0.0001789794,0.0002390881],"domain_scores_gemma":[0.9995116,0.0001787333,0.00002876039,0.00006122761,0.0001066809,0.0001130088],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000008584079,0.0001090447,0.9041388,0.000004771957,0.000007515473,0.000001561297,0.001429302,0.000004703194,0.0006302658,0.001014423,0.08283576,0.009815272],"study_design_scores_gemma":[0.000045717,0.00002824324,0.8399654,0.000003784729,0.000002527009,3.661764e-7,0.003018204,0.000001697154,0.0001128438,0.004336538,0.1524426,0.0000420781],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9825323,0.0002188473,3.114102e-7,0.01037721,0.0002204953,0.0002466428,0.000008566731,0.00001586606,0.006379778],"genre_scores_gemma":[0.9934459,0.000009150266,0.00003006532,0.001456637,0.0000937213,0.0000574128,0.0000501993,5.650266e-7,0.004856321],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06960685,"threshold_uncertainty_score":0.158193,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07358384285524415,"score_gpt":0.2566190371557205,"score_spread":0.1830351943004763,"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."}}