{"id":"W4313451422","doi":"10.1109/dtpi55838.2022.9998912","title":"Technical Program Committee","year":2022,"lang":"en","type":"article","venue":"","topic":"Engineering Education and Pedagogy","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"National Research Council Canada","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00004215429,0.0000385016,0.00003732808,0.00003385173,0.00003560997,0.000007005105,0.0000824977,0.0000112486,0.00221275],"category_scores_gemma":[0.000002556712,0.00004135451,0.00001723717,0.0001047468,0.000004704531,0.00001316745,0.00002264747,0.0001333502,0.00004279743],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003413302,"about_ca_system_score_gemma":0.000006067868,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002849144,"about_ca_topic_score_gemma":0.000002754324,"domain_scores_codex":[0.9997508,0.000004679736,0.00005500456,0.00004167114,0.00006028258,0.00008755596],"domain_scores_gemma":[0.9998506,0.00001142461,0.000002167468,0.0001032816,0.000003516915,0.00002898745],"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":[0.000002219698,0.0002264788,0.0008287783,0.00004781278,0.0000182676,0.000005672771,0.0002858708,0.1612799,0.003911756,0.02504241,0.6915198,0.1168311],"study_design_scores_gemma":[0.00005044841,0.00002399293,0.00126485,3.848271e-7,0.000001344576,0.0000154924,0.00005523496,0.01521967,0.000148416,0.00005071989,0.9830969,0.00007253858],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.06304529,0.0005757614,0.02365166,0.001955399,0.003371346,0.0006564131,0.00001356348,0.01480305,0.8919275],"genre_scores_gemma":[0.9905531,0.000003706225,0.006883395,0.00009675645,0.00004163303,0.0002176621,0.00001000121,0.00001610166,0.002177589],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9275079,"threshold_uncertainty_score":0.9986994,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01612690497581469,"score_gpt":0.27926249370356,"score_spread":0.2631355887277453,"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."}}