{"id":"W2259294092","doi":"10.14288/1.0043963","title":"The state of mathematics education in North America: a Québec perspective","year":2014,"lang":"en","type":"article","venue":"cIRcle (University of British Columbia)","topic":"Mathematics Education and Teaching Techniques","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Perspective (graphical); State (computer science); Political science; Mathematics education; Mathematics; Algorithm","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":[0.001231004,0.0003389725,0.0004042142,0.004094758,0.008894091,0.006677801,0.001762465,0.0014934,0.01096668],"category_scores_gemma":[0.003864503,0.0003114601,0.0004711079,0.007921778,0.003632913,0.002397524,0.001381551,0.002729469,0.00029039],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.1474871,"about_ca_system_score_gemma":0.107404,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.9984682,"about_ca_topic_score_gemma":0.9992902,"domain_scores_codex":[0.9983875,0.0003124571,0.00004805817,0.0001208057,0.0003863688,0.0007448334],"domain_scores_gemma":[0.9946895,0.001001008,0.0004726779,0.00009477526,0.002710779,0.001031337],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002997394,0.000516145,0.1913989,0.00106233,0.0004038429,0.001688533,0.02923334,0.006796669,0.001609628,0.4831669,0.1003859,0.1834382],"study_design_scores_gemma":[0.00008914131,0.00009715144,0.5994194,0.002018541,0.0002304892,0.0001779488,0.03101541,0.003989088,0.0004276629,0.01450149,0.3477873,0.0002464787],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3755828,0.05639527,0.001551779,0.1595346,0.0005256319,0.0001419071,0.004290627,0.0001426951,0.4018348],"genre_scores_gemma":[0.9349918,0.01899062,0.0009330582,0.005964597,0.0001681554,0.00006212074,0.0005230819,0.00003351453,0.03833297],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1474871,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008552030380565638,"score_gpt":0.2352618026145699,"score_spread":0.2267097722340042,"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."}}