{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007022275,0.0001421381,0.0003162578,0.0002803489,0.0007447239,0.0001379181,0.0004831393,0.0001475499,0.00002638508],"category_scores_gemma":[0.000141272,0.0001336815,0.0001400656,0.0002138335,0.0004007943,0.0002068355,0.00007340519,0.0001180967,0.00000492472],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002404474,"about_ca_system_score_gemma":0.0003990095,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.00703819,"about_ca_topic_score_gemma":0.6675274,"domain_scores_codex":[0.9988394,0.0001391556,0.0001487504,0.0002659646,0.0004318312,0.0001749333],"domain_scores_gemma":[0.9980959,0.00039895,0.0005394488,0.0001921642,0.0006850353,0.00008847814],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.000152799,0.0009765837,0.6150972,0.0003576478,0.003192667,0.000001113333,0.07498264,0.000001487949,0.00001734595,0.2534194,0.02369695,0.02810418],"study_design_scores_gemma":[0.0006330804,0.00001350244,0.3748904,0.00008424773,0.0009713709,1.711376e-7,0.5937072,0.00004354977,0.000001848648,0.001189363,0.02833563,0.0001296258],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9310578,0.0008536067,0.003916362,0.01642505,0.003392785,0.003096962,0.0001369898,0.00008476222,0.04103573],"genre_scores_gemma":[0.9696864,0.001863567,0.0103276,0.00005250023,0.0003979361,0.00002836489,0.0004424635,0.00002303303,0.01717816],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6604892,"threshold_uncertainty_score":0.999574,"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."}}