{"id":"W181427274","doi":"","title":"Gender and visible minority status: Career advancement in the Canadian information and communications technology sector","year":2009,"lang":"en","type":"article","venue":"European Conference on Information Systems","topic":"ICT Impact and Policies","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"York University; Toronto Metropolitan University","funders":"","keywords":"Information and Communications Technology; Information technology; Public relations; Political science; Business; Telecommunications; Computer science; World Wide Web","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":[0.0002484251,0.00009061355,0.00007848075,0.000327025,0.0001291457,0.0002925929,0.0001597363,0.00003748046,0.000003604471],"category_scores_gemma":[0.00001823787,0.00007325419,0.000006270185,0.0001688656,0.00003404809,0.0008885555,0.00001553759,0.0001449751,0.0000596633],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007967979,"about_ca_system_score_gemma":0.00004528725,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00268547,"about_ca_topic_score_gemma":0.002514242,"domain_scores_codex":[0.9993833,0.00005060481,0.000262418,0.00002074607,0.0001019507,0.0001809205],"domain_scores_gemma":[0.9995476,0.00001526625,0.00004938343,0.000258974,0.0000664094,0.00006235583],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001359858,0.00001778684,0.01161826,0.0003522079,0.00003422962,0.000001203846,0.2012291,0.004147528,0.00007378122,0.6899194,0.004739737,0.08785316],"study_design_scores_gemma":[0.0007120848,0.0001460482,0.1883267,0.0001126709,0.000009040706,0.00002960881,0.0414371,0.02471199,0.0000249373,0.0001405037,0.7439924,0.0003569341],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1777838,0.0004745812,0.0008317854,0.001031159,0.000198978,0.0007043728,0.0001127674,0.0001793776,0.8186832],"genre_scores_gemma":[0.9992251,0.0002733589,0.00003074283,0.0003760968,0.00001250248,0.000009364915,0.00005953512,0.000002477072,0.00001086174],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8214413,"threshold_uncertainty_score":0.4059645,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0385406702557369,"score_gpt":0.2453065107367705,"score_spread":0.2067658404810336,"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."}}