{"id":"W7083309867","doi":"10.22329/uwdj.v2i1.9003","title":"Amplifying the Voices of Canadian Muslim Excellence","year":2024,"lang":"en","type":"article","venue":"UWill Discover Journal","topic":"Transportation Planning and Optimization","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Windsor","funders":"","keywords":"Islamophobia; Excellence; Work (physics); Islam; Racism","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":[],"consensus_categories":[],"category_scores_codex":[0.0005277945,0.00004247055,0.00004863189,0.0001875853,0.0005479624,0.0002460734,0.0001537352,0.00003109394,0.0002987574],"category_scores_gemma":[0.00005093808,0.00002843378,0.00004814028,0.0004282327,0.0000979007,0.0003348299,0.000002287106,0.0001503855,0.00001210883],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004290728,"about_ca_system_score_gemma":0.0005618739,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.0989727,"about_ca_topic_score_gemma":0.2658167,"domain_scores_codex":[0.9993382,0.00006148385,0.0001380034,0.00006666368,0.0002362956,0.0001593271],"domain_scores_gemma":[0.9996614,0.00009684279,0.00004498452,0.0000469781,0.00004876776,0.0001009546],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000179041,0.00003826455,0.07738592,0.00009387929,0.0001662403,0.000170175,0.6822949,0.04749769,0.0002114685,0.1173083,0.04325932,0.03155597],"study_design_scores_gemma":[0.0001885709,0.00003620073,0.06066705,0.0005418599,0.00008682496,0.00002599713,0.1155792,0.001432568,0.00007091337,0.00412303,0.8169801,0.000267625],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8003911,0.004720408,0.01619752,0.02622109,0.004816388,0.0002769016,0.00009834727,0.0001014665,0.1471767],"genre_scores_gemma":[0.9971624,0.0007992437,0.0001739644,0.0001193047,0.0002421185,8.810202e-7,0.000002966664,0.000004821028,0.001494273],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7737208,"threshold_uncertainty_score":0.9070273,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02657224094990275,"score_gpt":0.2946252296790047,"score_spread":0.2680529887291019,"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."}}