{"id":"W4281623933","doi":"10.1007/978-981-19-0503-2_25","title":"Image Content Analysis of Perceived Race and Gender on Websites of Top Accredited Engineering Schools in Canada","year":2022,"lang":"en","type":"book-chapter","venue":"Lecture notes in civil engineering","topic":"Management and Marketing Education","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo; University of Ottawa","funders":"","keywords":"Accreditation; Diversity (politics); Inclusion (mineral); Race (biology); Quarter (Canadian coin); Gender diversity; Equity (law); Psychology; Content analysis; Representation (politics); Public relations; Medical education; Social psychology; Political science; Sociology; Gender studies; Geography; Management; Social science; Medicine","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003183518,0.0003270984,0.000641891,0.001882853,0.00002085837,0.00004016884,0.0002006513,0.0001006413,0.0008314013],"category_scores_gemma":[0.0005129008,0.0003606221,0.0001039714,0.0005404542,0.000009660475,0.000173241,0.0001590595,0.0004817592,7.10908e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00031927,"about_ca_system_score_gemma":0.00006994663,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.0801039,"about_ca_topic_score_gemma":0.2035603,"domain_scores_codex":[0.9985853,0.000005865458,0.0004901703,0.0003463821,0.0003349451,0.0002373115],"domain_scores_gemma":[0.9990731,0.0003020626,0.0002694264,0.0002686108,0.00007216174,0.00001460029],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001073829,0.00005603426,0.04673822,0.004273926,0.001361409,0.00005302239,0.000282693,0.9333486,0.005729547,0.005417122,0.0005239172,0.002108137],"study_design_scores_gemma":[0.001246782,0.00002730234,0.3720735,0.001367336,0.001730034,0.000001217268,0.000124827,0.5989498,0.0001227731,0.0003771777,0.02241064,0.001568545],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9043203,0.003063248,0.008709179,0.001179831,0.002961829,0.002459164,0.0001562356,0.0002783433,0.07687189],"genre_scores_gemma":[0.9987318,0.00009640571,0.0003724938,0.0001022138,0.0001722593,0.00002115046,0.0001554287,0.00005923175,0.0002889974],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3343987,"threshold_uncertainty_score":0.9998845,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01514463569799895,"score_gpt":0.1981585082983625,"score_spread":0.1830138726003635,"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."}}