{"id":"W1744630513","doi":"10.47678/cjhe.v32i2.183413","title":"\"Flags and Slots\": Special Interest Groups and Selective Admissions","year":2002,"lang":"en","type":"article","venue":"Canadian Journal of Higher Education","topic":"Higher Education Research Studies","field":"Social Sciences","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"Dartmouth College","keywords":"FLAGS register; Special Interest Group; Categorization; Perspective (graphical); Selection (genetic algorithm); Ethnic group; Perception; Psychology; Process (computing); Higher education; Interest group; Mathematics education; Public relations; Social psychology; Sociology; Political science; Computer science; Law","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006928608,0.0002256733,0.0004452413,0.002342716,0.004298567,0.00403994,0.001073215,0.001259524,0.009820467],"category_scores_gemma":[0.0463493,0.0001853194,0.0004215401,0.002273671,0.006072185,0.003429218,0.006261144,0.001574017,0.0006037108],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001982321,"about_ca_system_score_gemma":0.003934533,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004203354,"about_ca_topic_score_gemma":0.007235024,"domain_scores_codex":[0.9925652,0.003974262,0.0002745572,0.0003438268,0.001351769,0.00149048],"domain_scores_gemma":[0.9541542,0.02157891,0.01368065,0.001703905,0.002122639,0.006759593],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00144362,0.001052452,0.5624363,0.0002575243,0.00004508875,0.0009374169,0.06195063,0.0005415523,0.000861873,0.180959,0.006074042,0.1834406],"study_design_scores_gemma":[0.0002883158,0.001133174,0.6894541,0.0003283823,0.00008647607,0.0009132257,0.1328916,0.002504932,0.001312243,0.1306179,0.04030957,0.0001599905],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9536425,0.0002928977,0.003028407,0.003926144,0.000125967,0.0000917352,0.00004978993,0.00002964423,0.03881284],"genre_scores_gemma":[0.9973483,0.00006043548,0.0003921556,0.0002578589,0.00005883585,0.00002307889,0.00002355973,0.000005029817,0.001830558],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9980177,"threshold_uncertainty_score":0.03664243,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04424900322083612,"score_gpt":0.3568700903773396,"score_spread":0.3126210871565034,"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."}}