{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.007914824,0.0009331546,0.0007563308,0.003887384,0.00339956,0.005878747,0.001830709,0.002407545,0.4985459],"category_scores_gemma":[0.01080315,0.0005711352,0.0007757535,0.001573648,0.0006328841,0.002231651,0.002844892,0.002772686,0.4520833],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003361533,"about_ca_system_score_gemma":0.0110456,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004558047,"about_ca_topic_score_gemma":0.009567705,"domain_scores_codex":[0.9947612,0.0006941512,0.0001906715,0.000661869,0.002982971,0.0007091594],"domain_scores_gemma":[0.9811854,0.0009559097,0.0003671812,0.001405561,0.01330114,0.002784851],"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":[0.00004876496,0.0000776868,0.0002402538,0.00006963309,0.000002804047,0.00002023347,0.00004372789,0.00006876876,0.0008127338,0.0043713,0.9526571,0.04158687],"study_design_scores_gemma":[0.000009224809,0.00002601623,0.000532786,0.00004743196,0.000003231321,0.00001703526,0.00006949297,0.0001073731,0.0006230759,0.0008023384,0.9977582,0.000003867503],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002986428,0.001500961,0.01168778,0.02663947,0.02281906,0.003348847,0.008855149,0.002383424,0.9197789],"genre_scores_gemma":[0.001670897,0.0003512086,0.00127835,0.001445532,0.0009552831,0.0004324201,0.002266556,0.0002869487,0.9913128],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5014541,"threshold_uncertainty_score":0.7152634,"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."}}