{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002655663,0.00007386789,0.0001144802,0.0002996549,0.0006166412,0.0001500929,0.0001228951,0.00005577668,0.003419646],"category_scores_gemma":[0.0004097851,0.00006983767,0.0000245656,0.0002830951,0.0002808633,0.0002898738,0.000008401739,0.0001977302,0.00001796062],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003267555,"about_ca_system_score_gemma":0.002088289,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005539159,"about_ca_topic_score_gemma":0.04601571,"domain_scores_codex":[0.9991491,0.0001515687,0.0001753073,0.0001080024,0.0001567352,0.0002592762],"domain_scores_gemma":[0.9981279,0.0001128673,0.0001073414,0.00005992429,0.000369072,0.001222902],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000004414829,0.00006485583,0.08227718,0.000009961142,0.00004151741,0.000007006337,0.05428474,1.742551e-7,0.00002824228,0.0223316,0.8304251,0.01052518],"study_design_scores_gemma":[0.00009066993,0.00004306019,0.212187,0.00003350235,0.00001301885,0.00001069161,0.005185748,2.790162e-7,0.000006004966,0.001848955,0.78051,0.00007100192],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8546439,0.01099773,0.000002329197,0.06846416,0.003953675,0.0002278128,0.000006476968,0.000008602756,0.06169536],"genre_scores_gemma":[0.9690198,0.0003669264,0.0001226229,0.0004273905,0.003168707,0.00000492275,6.275234e-7,0.000007111799,0.02688191],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1299099,"threshold_uncertainty_score":0.9974914,"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."}}