{"id":"W4285481149","doi":"10.1109/isec52395.2021.9764101","title":"Technical Program Committee","year":2021,"lang":"en","type":"article","venue":"","topic":"Engineering Education and Pedagogy","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Computer science","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.007853518,0.0009300834,0.0007555863,0.003892393,0.003388743,0.00584166,0.001822661,0.002418021,0.4949666],"category_scores_gemma":[0.01078924,0.0005649535,0.0007736238,0.001571964,0.000632039,0.002237488,0.002834067,0.002776691,0.4485558],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003361699,"about_ca_system_score_gemma":0.01094415,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004567932,"about_ca_topic_score_gemma":0.009563576,"domain_scores_codex":[0.9947693,0.000688676,0.0001903246,0.0006584567,0.002988999,0.0007042243],"domain_scores_gemma":[0.9813275,0.0009512774,0.0003645034,0.001380589,0.01322422,0.002751921],"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":[0.00004813272,0.0000757309,0.0002394884,0.00006976591,0.000002764998,0.00002027974,0.0000438728,0.00006784643,0.0008045572,0.00439535,0.9525946,0.04163767],"study_design_scores_gemma":[0.000008885365,0.000025418,0.0005287605,0.00004741752,0.000003177212,0.00001704722,0.00006917076,0.0001047643,0.0006122342,0.000795554,0.9977837,0.000003815783],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002973293,0.001553735,0.01153776,0.02710756,0.02353762,0.003255939,0.008642607,0.002327678,0.9190638],"genre_scores_gemma":[0.001646072,0.0003552975,0.001237627,0.001428938,0.0009632274,0.0004143838,0.002177197,0.0002787672,0.9914985],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5050334,"threshold_uncertainty_score":0.7203689,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01758109913112232,"score_gpt":0.2918263576162248,"score_spread":0.2742452584851024,"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."}}