{"id":"W7039328588","doi":"","title":"Manitoba mathematics education and the programme for international student assessment: goals, analysis, and comparisons","year":2016,"lang":"en","type":"dissertation","venue":"Mspace (University of Manitoba)","topic":"Education in Diverse Contexts","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Research Manitoba","funders":"","keywords":"Context (archaeology); Action (physics); Action research; Qualitative property; Qualitative research; Academic achievement","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01244985,0.0003404021,0.0004422602,0.003701062,0.005141196,0.007670312,0.001385069,0.0006983485,0.002158662],"category_scores_gemma":[0.02170575,0.0003085889,0.0002877393,0.01441666,0.00305836,0.001815362,0.004399658,0.001612294,0.0003338206],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03315803,"about_ca_system_score_gemma":0.08384177,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.5190493,"about_ca_topic_score_gemma":0.6702673,"domain_scores_codex":[0.9927407,0.003123301,0.0002283193,0.0003477469,0.002291497,0.00126849],"domain_scores_gemma":[0.9842924,0.004097783,0.001048953,0.0006357538,0.007818258,0.002106859],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004100755,0.0006212738,0.4789571,0.001291122,0.0001290529,0.0002135238,0.1839679,0.0005643194,0.0007356768,0.1161115,0.00988767,0.2071109],"study_design_scores_gemma":[0.00003848281,0.0002468287,0.7231151,0.001222039,0.00006190583,0.00006155126,0.2116626,0.0004089406,0.0006971417,0.004149264,0.05829941,0.00003667596],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.795835,0.004567468,0.002395546,0.01306723,0.0001523907,0.0007912148,0.001734928,0.0000454757,0.1814108],"genre_scores_gemma":[0.9806923,0.002420273,0.004188003,0.0005504296,0.00002379162,0.001298529,0.0006602904,0.00002453871,0.01014176],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.966842,"threshold_uncertainty_score":0.9675661,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02807222507182122,"score_gpt":0.3320114807717841,"score_spread":0.3039392556999629,"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."}}