{"id":"W2272782403","doi":"","title":"Process-Oriented Assessment in Mathematics Education","year":2009,"lang":"en","type":"article","venue":"E-Learn: World Conference on E-Learning in Corporate, Government, Healthcare, and Higher Education","topic":"Student Assessment and Feedback","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Process (computing); Mathematics education; Computer science; Mathematics; Programming language","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001065429,0.0003104478,0.0003774377,0.0003142597,0.0004576879,0.0002652019,0.0002845965,0.0001722591,0.0005303919],"category_scores_gemma":[0.0000900047,0.0003360792,0.00004276044,0.001191472,0.0001201483,0.0004643257,0.00003197937,0.0008954682,0.00003972039],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001246911,"about_ca_system_score_gemma":0.00286319,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001342776,"about_ca_topic_score_gemma":0.003241258,"domain_scores_codex":[0.9966034,0.0004352234,0.0006360495,0.0006288743,0.001119773,0.0005766728],"domain_scores_gemma":[0.9983212,0.0001270834,0.0007969905,0.0002510558,0.0002423311,0.0002613162],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.00004609745,0.001461835,0.4265285,0.00009139436,0.000007432092,0.000001821969,0.008115193,0.00001197657,0.00004392318,0.5351731,0.0007844684,0.02773426],"study_design_scores_gemma":[0.0005756377,0.0002872887,0.9125466,0.0006689176,0.00001387498,6.945779e-7,0.0320134,0.0001292414,0.000009346401,0.02912154,0.0242014,0.0004320532],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5315769,0.0003341986,0.00002448566,0.05134827,0.001751126,0.001476684,0.000004147471,0.0001549488,0.4133292],"genre_scores_gemma":[0.937877,0.0006769073,0.0007546407,0.00125309,0.0003149658,0.0001610676,0.00004294,0.00002344715,0.05889593],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5060516,"threshold_uncertainty_score":0.9999091,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06589933623880866,"score_gpt":0.378212484093377,"score_spread":0.3123131478545683,"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."}}