{"id":"W2899592247","doi":"10.1177/1052562918812154","title":"Invisible or Clichéd: How Are Women Represented in Business Cases?","year":2018,"lang":"en","type":"article","venue":"Organizational Behavior Teaching Review","topic":"Gender Diversity and Inequality","field":"Social Sciences","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"Wilfrid Laurier University","funders":"","keywords":"Curriculum; Representation (politics); Executive education; Business education; Quality (philosophy); Business Review; Psychology; Content analysis; Sociology; Pedagogy; Higher education; Management; Political science; Social science; Epistemology","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001722451,0.0001223869,0.0002688501,0.00008882828,0.0007251719,0.0001025118,0.0003495147,0.00008629468,0.002917657],"category_scores_gemma":[0.004994012,0.0001116343,0.0000312531,0.001316338,0.000155556,0.0004192453,0.0001233141,0.0001954938,0.0001389743],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003154782,"about_ca_system_score_gemma":0.00027878,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001096115,"about_ca_topic_score_gemma":0.001330154,"domain_scores_codex":[0.9980358,0.000628482,0.0002400492,0.0003182979,0.0004674014,0.0003099549],"domain_scores_gemma":[0.9988968,0.0001049046,0.0001775483,0.000250189,0.0004422405,0.0001282721],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000009112006,0.000303211,0.9749968,0.0003258416,0.000008291719,0.00006041653,0.006486724,2.521911e-7,0.00005749788,0.003663124,0.01191071,0.002178016],"study_design_scores_gemma":[0.0003897385,0.00004892269,0.7050491,0.001411177,0.00007896886,0.00002181573,0.006202337,0.000001170061,0.00002405627,0.0001361452,0.2862191,0.0004174646],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9729276,0.00176848,0.0001778357,0.02023453,0.000463087,0.0010121,0.00005497831,0.0001988391,0.003162532],"genre_scores_gemma":[0.9905157,0.003801445,0.0002532637,0.001734955,0.0002809194,0.0000254901,0.00005976886,0.00001768325,0.003310748],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2743084,"threshold_uncertainty_score":0.9979938,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.148239042841136,"score_gpt":0.3697643124832987,"score_spread":0.2215252696421627,"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."}}