{"id":"W4406755670","doi":"10.32721/ctj.2024.72.4.fn","title":"Finances of the Nation: Student Assistance in Canada—A Long-Term Perspective","year":2025,"lang":"en","type":"article","venue":"Canadian Tax Journal/Revue fiscale canadienne","topic":"Canadian Identity and History","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Perspective (graphical); Term (time); Political science; Computer science; Artificial intelligence","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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":[0.001773246,0.0002687284,0.0003790632,0.002911627,0.02638635,0.01271193,0.00198899,0.002133618,0.00621511],"category_scores_gemma":[0.004128201,0.0002931964,0.0002667908,0.007496114,0.008801922,0.003007515,0.003380252,0.004748975,0.0003215463],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.2642347,"about_ca_system_score_gemma":0.4113915,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9985561,"about_ca_topic_score_gemma":0.999308,"domain_scores_codex":[0.9968622,0.0002253312,0.00005965253,0.0001220986,0.0009583469,0.001772365],"domain_scores_gemma":[0.9924549,0.0005008868,0.0004021236,0.00008260145,0.003296377,0.003263084],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.00009971337,0.0001593015,0.05974314,0.0004744714,0.00005160378,0.001399844,0.09138294,0.001289202,0.0002847141,0.5131327,0.2266008,0.1053816],"study_design_scores_gemma":[0.00001014406,0.00002909753,0.06571608,0.0008395755,0.00002860876,0.0001966144,0.08718584,0.0005526084,0.0001440281,0.004995322,0.8401971,0.0001049036],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2931045,0.04877248,0.0006678561,0.3995175,0.001555811,0.00009006441,0.003375059,0.00008274175,0.2528341],"genre_scores_gemma":[0.9172774,0.02568197,0.0004338276,0.01138776,0.000212602,0.00002719471,0.000568067,0.00003841617,0.0443729],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.2642347,"threshold_uncertainty_score":0.8533834,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009864927246168905,"score_gpt":0.222893500604334,"score_spread":0.2130285733581651,"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."}}