{"id":"W7112707368","doi":"","title":"Post-Secondary Student Choices and the Labour Shortage in Canada’s Information and Communication Technology Sector","year":2018,"lang":"en","type":"article","venue":"Project Muse (Johns Hopkins University)","topic":"Information Systems Education and Curriculum Development","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Economic shortage; Promotion (chess); Occupational training; Information technology","routes":{"ca_aff":false,"ca_fund":false,"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":[],"consensus_categories":[],"category_scores_codex":[0.0002769211,0.00009236152,0.0001115013,0.002737024,0.0002318485,0.0001264397,0.0005340495,0.00004442764,0.000009108951],"category_scores_gemma":[0.00002347245,0.00007567868,0.00001010673,0.002390426,0.00009972083,0.001293805,0.0003488529,0.0001319125,0.00000598707],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002914539,"about_ca_system_score_gemma":0.001703268,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8002641,"about_ca_topic_score_gemma":0.9111584,"domain_scores_codex":[0.9992918,0.00009088615,0.000205937,0.0001147208,0.0001553216,0.0001413501],"domain_scores_gemma":[0.9992688,0.00004550335,0.0001479925,0.000295716,0.0002085989,0.00003341135],"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":[0.00009308843,0.0000922677,0.06488052,0.0001647932,0.000113916,0.00001015107,0.2380329,0.000005948836,0.000004473648,0.4378024,0.0006203066,0.2581793],"study_design_scores_gemma":[0.001062201,0.00002471447,0.04130998,0.00002298694,0.000003696449,0.00001607329,0.01322475,0.0007441736,0.00004738235,0.000003611001,0.9434134,0.0001269708],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8761223,0.00001321156,0.001735031,0.003399799,0.0002689974,0.0008308801,0.00001214304,0.0000930262,0.1175246],"genre_scores_gemma":[0.9944609,0.00394529,0.0009016805,0.0006498811,0.000009569849,0.000006605762,0.000006790296,0.000002078732,0.00001716628],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9427931,"threshold_uncertainty_score":0.3086087,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006766736386621232,"score_gpt":0.2044168743142465,"score_spread":0.1976501379276253,"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."}}