{"id":"W1921302610","doi":"10.24908/pceea.v0i0.4681","title":"Assessment-focused Model for Monitoring Student Attributes","year":2012,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Educational Technology and Assessment","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of New Brunswick","funders":"","keywords":"Rubric; Accreditation; Process (computing); Context (archaeology); Computer science; Medical education; Psychology; Process management; Mathematics education; Engineering; Medicine; Geography","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0006449389,0.0001162997,0.0001202891,0.0002087846,0.0002304481,0.0001099786,0.0006836496,0.0001227601,0.000002160503],"category_scores_gemma":[0.0003518242,0.0001147012,0.00007280956,0.000380848,0.000008876403,0.0005818251,0.00005852238,0.0001710582,0.000002277852],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002283887,"about_ca_system_score_gemma":0.0009037792,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002494772,"about_ca_topic_score_gemma":0.0001071634,"domain_scores_codex":[0.9989551,0.000003868935,0.000219731,0.0001610561,0.0002924198,0.0003678189],"domain_scores_gemma":[0.9988186,0.0000785393,0.0002676016,0.0001358614,0.0005338402,0.0001655121],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[2.523842e-7,0.0001382022,0.624678,0.00005911003,0.00006617322,3.769957e-9,0.0009579649,0.0009484545,0.001498548,0.3626589,0.008146492,0.0008479464],"study_design_scores_gemma":[0.000210091,0.00001471299,0.9424212,0.0000855962,0.0000396604,0.000001259473,0.0002939555,0.0420142,0.005515249,0.0025619,0.006561462,0.0002807076],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8742867,0.0005048049,0.05556403,0.05041071,0.01245595,0.001997055,0.0000551105,0.0005348863,0.004190722],"genre_scores_gemma":[0.941672,0.000004375576,0.05654733,0.00009749213,0.0002297743,0.0002252095,0.000003141347,0.00001296718,0.00120776],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.360097,"threshold_uncertainty_score":0.5972285,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01822073213877201,"score_gpt":0.2838648399472983,"score_spread":0.2656441078085263,"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."}}