{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00001866925,0.00004148481,0.00004446688,0.00001553359,0.000008665504,0.00001474708,0.0000382469,0.00003361818,0.0007440395],"category_scores_gemma":[0.000009959183,0.00004185791,0.00001940651,0.00009614509,0.000005355357,0.00001831496,0.000007524153,0.00007538504,0.0001325451],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001230543,"about_ca_system_score_gemma":0.00001149597,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":9.345599e-7,"about_ca_topic_score_gemma":0.00001217771,"domain_scores_codex":[0.9997709,0.000002784353,0.0000571759,0.00004689785,0.00003624534,0.00008598583],"domain_scores_gemma":[0.999807,0.00001376403,0.000001503035,0.0001232909,0.00001584503,0.00003862636],"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":[0.000001197029,0.000342794,0.001819238,0.0002183905,0.0000485312,0.00004341463,0.0002421055,0.01583958,0.04086424,0.05476664,0.5575045,0.3283094],"study_design_scores_gemma":[0.00007105047,0.000007428844,0.004370052,0.00000500038,0.000002921921,0.00003405105,0.00003310329,0.007273545,0.008917951,0.00008799877,0.9790877,0.0001092516],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.02620195,0.0008572455,0.05052946,0.001500087,0.001538553,0.0001641861,0.000002526005,0.006835535,0.9123704],"genre_scores_gemma":[0.9429498,0.00004350008,0.05145098,0.0001427114,0.0001123204,0.00004065793,0.00001580964,0.00002230675,0.005221959],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9167478,"threshold_uncertainty_score":0.8146711,"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."}}