{"id":"W4414240491","doi":"10.22329/cjpp.v12i1.10470","title":"Canada is Shrinking through Education and Technology","year":2025,"lang":"en","type":"article","venue":"Canadian Journal of Practical Philosophy","topic":"Canadian Policy and Governance","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Resizing; Multiculturalism; Competition (biology); Identity (music); Comparative education; Multicultural education","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002565365,0.00006572819,0.0001273339,0.0001998268,0.0003975546,0.00006787377,0.000166331,0.0001017963,0.000106676],"category_scores_gemma":[0.001939693,0.00007149077,0.00002441914,0.0005179149,0.0003169604,0.0003251341,0.000008476726,0.0003223327,0.000002262785],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006689535,"about_ca_system_score_gemma":0.05408775,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9904502,"about_ca_topic_score_gemma":0.9972076,"domain_scores_codex":[0.9992251,0.00006400232,0.0001992483,0.0000968985,0.0001564923,0.0002582017],"domain_scores_gemma":[0.9989529,0.0001507835,0.000147945,0.00009557194,0.000225456,0.000427345],"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":[0.000002207571,0.000005167806,0.0009117188,0.000005524448,0.00001512321,0.00004359076,0.0004698407,1.990447e-7,0.000001683948,0.6959428,0.2992646,0.003337655],"study_design_scores_gemma":[0.00005683313,0.00000885292,0.0004075916,0.00005460293,0.00001340462,0.00002624334,0.0002662311,4.587134e-7,0.00001480228,0.2980411,0.7010621,0.00004783362],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.005377853,0.00156045,0.000048914,0.8672445,0.0006775634,0.00006490909,0.00002777376,0.000002710291,0.1249954],"genre_scores_gemma":[0.9562237,0.00009153049,0.0004176989,0.04129495,0.0004705523,0.000001192772,2.359291e-7,0.000004502743,0.001495622],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9508458,"threshold_uncertainty_score":0.9512747,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02437755455472633,"score_gpt":0.3310507999189718,"score_spread":0.3066732453642455,"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."}}