{"id":"W3128851989","doi":"10.32674/jcihe.v12i6s1.3059","title":"Pride and Prejudice","year":2021,"lang":"en","type":"article","venue":"Journal of Comparative & International Higher Education","topic":"Gender Diversity and Inequality","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Nipissing University","funders":"","keywords":"Employability; Queer; Sexual orientation; Prejudice (legal term); Pride; Transgender; Intersectionality; Gender studies; Identity (music); Sociology; Sexual identity; Homosexuality; Psychology; Social psychology; Political science; Pedagogy; Human sexuality; 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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003241016,0.00004188236,0.00009562966,0.00005860159,0.0001237866,0.00007582342,0.0001285931,0.00002844556,0.0009288514],"category_scores_gemma":[0.00005115333,0.00004204574,0.00004201646,0.00009662177,0.00007603903,0.0004508158,0.00002407976,0.0001008503,0.00001369753],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001201726,"about_ca_system_score_gemma":0.0006070039,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008253632,"about_ca_topic_score_gemma":0.00005239062,"domain_scores_codex":[0.9991707,0.0001723893,0.0001832957,0.00006978079,0.0003404852,0.00006331834],"domain_scores_gemma":[0.9985095,0.00008848786,0.0002201209,0.0000387737,0.001068467,0.00007462953],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000722648,0.000641239,0.06713837,0.000009585846,0.0002028701,0.000006092927,0.04142236,0.00002766062,0.0009906095,0.8258032,0.06172563,0.001960124],"study_design_scores_gemma":[0.0001779714,0.00002131012,0.3169594,0.00002727314,0.00001801722,0.000009222733,0.008495127,0.000002661902,0.0004845867,0.01418482,0.6595649,0.00005472363],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8074222,0.0007834173,0.0001966016,0.01652673,0.003256238,0.0000422038,0.000002756808,0.000005066301,0.1717648],"genre_scores_gemma":[0.9867077,0.0001327127,0.0009370755,0.0004512526,0.0007095424,7.192849e-7,0.000003651405,0.000001354876,0.01105599],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8116184,"threshold_uncertainty_score":0.9999844,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1649348930731444,"score_gpt":0.41854073705145,"score_spread":0.2536058439783056,"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."}}