{"id":"W3000659890","doi":"10.7202/1066153ar","title":"Testing à l'embauche des Québécoises et Québécois d'origine maghrébine à Québec","year":2019,"lang":"fr","type":"article","venue":"Recherches sociographiques","topic":"Names, Identity, and Discrimination Research","field":"Social Sciences","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Art; Humanities; Political science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.005536691,0.0005298177,0.0006489558,0.0006536223,0.0007997216,0.0004779051,0.0008581309,0.0008262389,0.001463443],"category_scores_gemma":[0.003742043,0.000557388,0.0006190065,0.003265725,0.002748267,0.001354101,0.0002168745,0.00124176,0.0006032631],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003843625,"about_ca_system_score_gemma":0.004156493,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.983938,"about_ca_topic_score_gemma":0.9531295,"domain_scores_codex":[0.9929898,0.003155209,0.0006755444,0.0008286222,0.001086998,0.001263776],"domain_scores_gemma":[0.9937472,0.003665675,0.0003189201,0.0005345038,0.001224175,0.0005095554],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002458541,0.0005210591,0.8541294,0.0007682639,0.0002033145,0.00001497123,0.04807435,0.000005882458,0.0007852108,0.02988362,0.006477238,0.05911213],"study_design_scores_gemma":[0.0008908936,0.0006279921,0.6304489,0.001131903,0.0003869671,0.0000166649,0.0258087,0.000168099,0.0008130576,0.1045342,0.2334892,0.001683393],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.803741,0.05023778,0.0001456469,0.03585489,0.0008179863,0.0007493968,0.00003597265,0.0004534543,0.1079638],"genre_scores_gemma":[0.8571851,0.02959421,0.009236366,0.001411402,0.0008461594,0.000102049,0.00002941474,0.0001244796,0.1014708],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.227012,"threshold_uncertainty_score":0.9999804,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.191074881550799,"score_gpt":0.4091459272133051,"score_spread":0.218071045662506,"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."}}