{"id":"W2909266815","doi":"10.24908/pceea.v0i0.13061","title":"Peer Assessment: Preparing for Professional Practice","year":2018,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Engineering Education and Curriculum Development","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"University of Saskatchewan","keywords":"Rubric; Formative assessment; Peer assessment; Medical education; Psychology; Soft skills; Quality (philosophy); Task (project management); Mathematics education; Engineering; Medicine","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007005558,0.0001717119,0.0001455506,0.000233058,0.0002099486,0.0001032379,0.0002883557,0.0001529533,0.00003464198],"category_scores_gemma":[0.001729245,0.0001713518,0.0000747168,0.0004719194,0.00001512442,0.0003323503,0.00002073716,0.0002182904,0.0000127367],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002511905,"about_ca_system_score_gemma":0.0008231862,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000417813,"about_ca_topic_score_gemma":0.0007105159,"domain_scores_codex":[0.9987125,0.000004136436,0.000312347,0.0001763307,0.0004412336,0.0003534246],"domain_scores_gemma":[0.997579,0.0000815944,0.0001712968,0.000108333,0.001865216,0.0001945795],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000038462,0.0001334954,0.0166525,0.0006226241,0.0002887931,2.600236e-8,0.003608601,0.003491522,0.00517088,0.03195366,0.9357705,0.002303582],"study_design_scores_gemma":[0.0002455916,0.00002069121,0.06774755,0.0002075064,0.0000665281,0.000005501639,0.0006549538,0.02173233,0.004348334,0.0001747895,0.9043995,0.0003966852],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.465719,0.0006660582,0.005082355,0.06502,0.08764788,0.006994777,0.0002450345,0.002794376,0.3658305],"genre_scores_gemma":[0.9699441,0.000006235919,0.01842374,0.0003111965,0.0006383484,0.000332352,0.0000201847,0.00006433259,0.01025958],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.504225,"threshold_uncertainty_score":0.6987523,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004567563630105424,"score_gpt":0.2529111111259056,"score_spread":0.2483435474958002,"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."}}