{"id":"W7133105476","doi":"","title":"STEM Discourses and Distinction in An Elite School: Leadership through Relationships to Knowledge","year":2023,"lang":"","type":"dissertation","venue":"TSpace","topic":"Educational Theory and Curriculum Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Office of International Science and Engineering; Social Sciences and Humanities Research Council of Canada; University of Toronto","keywords":"Elite; Context (archaeology); Entitlement (fair division); Status quo; Privilege (computing); Excellence; Rigour; Mainstream","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.001755696,0.0004286525,0.000460363,0.0002645175,0.002072634,0.0002641368,0.0003014521,0.000390827,0.000167113],"category_scores_gemma":[0.0009980529,0.0004508594,0.00009215924,0.00193108,0.0003183689,0.000714227,0.00005959878,0.0007866515,0.0006926397],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002875137,"about_ca_system_score_gemma":0.0004601265,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001518355,"about_ca_topic_score_gemma":0.05336592,"domain_scores_codex":[0.9961646,0.001381329,0.0005123693,0.0008815579,0.0004524544,0.0006077132],"domain_scores_gemma":[0.9976758,0.001132915,0.0002741379,0.0002838456,0.000294297,0.0003390102],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.000109184,0.0002960826,0.04965705,0.000264861,0.0000479422,0.000002085249,0.8652551,0.00004703455,0.00002897461,0.08002002,0.0009463719,0.003325358],"study_design_scores_gemma":[0.0001303471,0.00007136159,0.2598881,0.0007583002,0.00007250033,3.659865e-7,0.7297513,0.00001155881,0.000009276865,0.005959337,0.002945122,0.0004024245],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9608099,0.004189,0.00002605069,0.004959966,0.002737645,0.0008739515,0.00001109359,0.0001252715,0.02626708],"genre_scores_gemma":[0.8750032,0.00125539,0.00006418738,0.00006132579,0.0008635208,0.0002710917,0.0001772174,0.00005006189,0.1222541],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2102311,"threshold_uncertainty_score":0.9997943,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2434854720668333,"score_gpt":0.4726088866010602,"score_spread":0.2291234145342269,"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."}}