{"id":"W3211762899","doi":"","title":"The Practice of Tax in Canada: Understanding the Community, the Work and Structural Initiatives of an Emergent Profession","year":2021,"lang":"en","type":"dissertation","venue":"QSpace (Queen's University Library)","topic":"Social Sciences and Governance","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Work (physics); Political science; Engineering ethics; Public relations; Sociology; Engineering; Mechanical engineering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003206414,0.0004098067,0.0004668796,0.005175444,0.03881272,0.01162024,0.002979489,0.001823998,0.002680985],"category_scores_gemma":[0.008305647,0.0004168156,0.0003318204,0.008189122,0.01868492,0.004329392,0.00699594,0.002769043,0.0002454937],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.1907286,"about_ca_system_score_gemma":0.2978341,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9955841,"about_ca_topic_score_gemma":0.9974155,"domain_scores_codex":[0.9963186,0.0006597996,0.00008078256,0.0003602299,0.0008800981,0.001700541],"domain_scores_gemma":[0.9931149,0.002081595,0.0008576457,0.0001980546,0.001685934,0.002061941],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00003826184,0.00007550512,0.06155033,0.0001573131,0.000008316094,0.00100244,0.8573406,0.0005850207,0.0005729047,0.03293692,0.004933654,0.04079885],"study_design_scores_gemma":[0.000003738587,0.00001414587,0.03907816,0.000183506,0.000007193804,0.0001135872,0.9318577,0.0007596317,0.0001503207,0.001780221,0.02602237,0.00002934581],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9518244,0.002111902,0.001321649,0.01186537,0.00005503558,0.00009219187,0.0001656195,0.0000261218,0.03253768],"genre_scores_gemma":[0.9935127,0.00145267,0.0009650521,0.0004512147,0.000007734307,0.00002499261,0.00007427537,0.00001203657,0.003499436],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1907286,"threshold_uncertainty_score":0.9386401,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02084531182359868,"score_gpt":0.2705021813253944,"score_spread":0.2496568695017957,"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."}}