{"id":"W4302566042","doi":"10.1109/compsac54236.2022.00041","title":"Canadian Jobs amid a Pandemic: Examining the Relationship between Professional Industry and Salary to Regional Key Performance Indicators","year":2022,"lang":"en","type":"article","venue":"2022 IEEE 46th Annual Computers, Software, and Applications Conference (COMPSAC)","topic":"Employment and Welfare Studies","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"","keywords":"Salary; Key (lock); Pandemic; Business; Economic indicator; Coronavirus disease 2019 (COVID-19); Computer science; Economics; Computer security; Medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001418826,0.0003957477,0.0004313025,0.002866578,0.003117386,0.002096966,0.001277676,0.0005374923,0.003041189],"category_scores_gemma":[0.007261657,0.000266843,0.0006178171,0.007196666,0.0005585638,0.0005950318,0.001698122,0.001143532,0.000770084],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02065404,"about_ca_system_score_gemma":0.039958,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9947159,"about_ca_topic_score_gemma":0.9972116,"domain_scores_codex":[0.9988227,0.000102557,0.00004072818,0.0001687951,0.0004172053,0.0004479867],"domain_scores_gemma":[0.9945139,0.0004247851,0.0005678291,0.0002241565,0.003245022,0.001024306],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001109716,0.00005097639,0.9613767,0.00009844115,0.00008987288,0.0001144886,0.002811071,0.000731647,0.0001358235,0.000725189,0.018465,0.01528974],"study_design_scores_gemma":[0.000005270391,0.00001777329,0.9808035,0.00008095738,0.00002750577,0.00002450486,0.007313702,0.001594132,0.00008143444,0.00009343863,0.009927987,0.00002974214],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9242334,0.0007992552,0.0005868784,0.00276782,0.00007753939,0.0001010771,0.06130428,0.00005451687,0.0100752],"genre_scores_gemma":[0.9629278,0.0006949257,0.001425127,0.0003869021,0.00002949821,0.00009489937,0.03064655,0.00003650312,0.003757831],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02065404,"threshold_uncertainty_score":0.1498562,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09759277313163035,"score_gpt":0.3507805144554048,"score_spread":0.2531877413237744,"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."}}