{"id":"W4417301369","doi":"10.2307/jj.36075940.21","title":"Critical Perspectives in Canadian Tax Law","year":2025,"lang":"","type":"book-chapter","venue":"Les Presses de l’Université d’Ottawa | University of Ottawa Press eBooks","topic":"Taxation and Legal Issues","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"","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":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004505333,0.001096241,0.001359296,0.00199162,0.001277885,0.0004621211,0.002261631,0.001325464,0.008051111],"category_scores_gemma":[0.00023652,0.001554136,0.0006564514,0.0001639482,0.001882287,0.001694972,0.00111454,0.001468452,0.00009658121],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000994437,"about_ca_system_score_gemma":0.0005872574,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.910387,"about_ca_topic_score_gemma":0.8773399,"domain_scores_codex":[0.9955696,0.000140644,0.0007211627,0.001448802,0.0007103115,0.001409453],"domain_scores_gemma":[0.9960796,0.0004038368,0.0008978185,0.001007965,0.001272229,0.000338576],"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":[0.0002053916,0.0001462739,0.002322498,0.001586378,0.0004435066,0.001231717,0.002964654,0.0001239345,0.00004747884,0.9672372,0.02030064,0.003390287],"study_design_scores_gemma":[0.001805256,0.00005585264,0.001993492,0.001610299,0.0009900136,0.00000814387,0.006323977,0.0006345799,0.00007767972,0.002148459,0.9830403,0.001311939],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.0004657643,0.003418185,0.0002768417,0.001292003,0.0003631741,0.0009145726,0.0004164629,0.0001715408,0.9926814],"genre_scores_gemma":[0.7497971,0.0008853632,0.0004286004,0.0003777918,0.0003000077,0.000001217244,0.0001116796,0.0000942828,0.2480039],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9650888,"threshold_uncertainty_score":0.999971,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01665178210306443,"score_gpt":0.2110170478825926,"score_spread":0.1943652657795281,"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."}}