{"id":"W4382398547","doi":"10.1109/itw55543.2023.10161679","title":"Technical Program Committee","year":2023,"lang":"en","type":"article","venue":"","topic":"Engineering Education and Pedagogy","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"University of California, San Diego; Chinese University of Hong Kong; International Institute of Information Technology, Hyderabad; Centre National de la Recherche Scientifique; Universitetet i Bergen; Nanyang Technological University; Qatar University; Lunds Universitet; Simon Fraser University; University at Buffalo; Southeast University; Korea Advanced Institute of Science and Technology; Imperial College London; Indian Institute of Science; Institute of Science and Technology Austria; Université de Lorraine","keywords":"Computer science","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.007969143,0.0009317287,0.0007598519,0.003907924,0.003423843,0.005912131,0.00182488,0.002468285,0.4920956],"category_scores_gemma":[0.01092098,0.0005710122,0.0007838436,0.0015655,0.000635909,0.002227755,0.002846156,0.002819723,0.446098],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003367446,"about_ca_system_score_gemma":0.01108276,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004593382,"about_ca_topic_score_gemma":0.009690028,"domain_scores_codex":[0.9947287,0.0006908882,0.0001923595,0.0006606801,0.003013244,0.0007141421],"domain_scores_gemma":[0.9807983,0.000971988,0.0003711805,0.001410852,0.01361777,0.002829827],"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":[0.00004877851,0.00007805763,0.0002426359,0.00006910374,0.000002825008,0.00002049057,0.00004373691,0.00006876262,0.0008178127,0.004370402,0.952989,0.04124826],"study_design_scores_gemma":[0.000009303458,0.00002634852,0.0005455664,0.00004790158,0.000003287909,0.00001722164,0.0000703815,0.0001086704,0.0006210281,0.0007996372,0.9977468,0.000003887171],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.003026119,0.001516835,0.0117194,0.02758597,0.02383406,0.003405132,0.008591831,0.002341299,0.9179793],"genre_scores_gemma":[0.001656083,0.0003469845,0.001241215,0.0014511,0.0009825982,0.0004236949,0.002134325,0.000277288,0.9914867],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5079044,"threshold_uncertainty_score":0.724464,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02570931255082891,"score_gpt":0.3117042503972558,"score_spread":0.2859949378464269,"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."}}