{"id":"W4414728838","doi":"10.1007/978-3-031-98941-4_5","title":"Incorporating Gender into Institutional Crisis Response: The Case of Advance in 2020–2021","year":2025,"lang":"en","type":"book-chapter","venue":"Palgrave studies in gender and education","topic":"Gender Politics and Representation","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Politics; Equity (law); Gender equity; Geopolitics; Thematic analysis; Context (archaeology); Coronavirus disease 2019 (COVID-19); Political opportunity","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":[0.001069821,0.0001659619,0.0002528219,0.000248586,0.000467096,0.00002464883,0.0001096653,0.0001458154,0.00002164599],"category_scores_gemma":[0.0004437068,0.0001408627,0.00005380102,0.0001759352,0.0005859664,0.00004873342,0.0001115916,0.0002370595,0.000001655606],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003035465,"about_ca_system_score_gemma":0.001176816,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00263117,"about_ca_topic_score_gemma":0.00464515,"domain_scores_codex":[0.9986528,0.0002179447,0.0004283271,0.0003208732,0.0002047333,0.0001753414],"domain_scores_gemma":[0.998912,0.0003809865,0.000197018,0.0001875855,0.0002814889,0.00004088338],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00003271849,0.00002506133,0.001392198,0.0002217167,0.00008345602,0.00003547262,0.1371198,0.00004928773,0.000005257366,0.8497929,0.001295031,0.009947054],"study_design_scores_gemma":[0.0001510618,0.00001146145,0.003031233,0.0001415931,0.00004593891,0.00001740486,0.2713443,0.00001593478,0.000006210052,0.7201679,0.004895834,0.0001710881],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.02106979,0.07211001,0.0002658241,0.004311349,0.003860079,0.001352923,0.00004124054,0.00001688074,0.8969719],"genre_scores_gemma":[0.9854737,0.007183263,0.0005035138,0.0001417082,0.0002607524,0.00006567787,0.00001623185,0.000007996259,0.006347153],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9644039,"threshold_uncertainty_score":0.5744213,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06779855112137097,"score_gpt":0.4021849564790912,"score_spread":0.3343864053577203,"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."}}