{"id":"W2898183750","doi":"10.1007/978-3-319-92390-1_44","title":"Enhancing Mathematics Teaching and Learning Through Sound Assessment Practices","year":2018,"lang":"en","type":"book-chapter","venue":"Advances in mathematics education","topic":"Student Assessment and Feedback","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Variety (cybernetics); Mathematics education; Plan (archaeology); Process (computing); Assessment for learning; Computer science; Psychology; Formative assessment; Artificial intelligence","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.001025179,0.0004860853,0.0002308938,0.0007124874,0.0003024438,0.002276653,0.000763548,0.0006185456,0.007449755],"category_scores_gemma":[0.003631289,0.0001179387,0.0002203459,0.0003985045,0.000616551,0.001820001,0.001742905,0.001067012,0.001855365],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005745912,"about_ca_system_score_gemma":0.0009797375,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005742818,"about_ca_topic_score_gemma":0.001578658,"domain_scores_codex":[0.998962,0.0001913955,0.00002797067,0.00005766465,0.0007258262,0.00003506753],"domain_scores_gemma":[0.9987416,0.0007586529,0.00006292367,0.00009078826,0.0002676658,0.00007838792],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001881691,0.0001737727,0.0004691603,0.0002259058,0.000005627513,0.00003891678,0.001183417,0.0009729372,0.006594274,0.03092293,0.007020232,0.952374],"study_design_scores_gemma":[0.00004791282,0.0006276271,0.01092218,0.002031167,0.00008004108,0.001083644,0.003593587,0.01590198,0.03509536,0.2285201,0.7020286,0.00006784841],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.05066952,0.009649169,0.2907306,0.004969258,0.0009223951,0.0002259994,0.00008311459,0.00180868,0.6409413],"genre_scores_gemma":[0.3580389,0.01317291,0.3214596,0.0008641534,0.0003414294,0.0002285644,0.0001390019,0.0002850132,0.3054704],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.007449755,"threshold_uncertainty_score":0.02492189,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04105032535141184,"score_gpt":0.4358463200985673,"score_spread":0.3947959947471554,"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."}}