{"id":"W4388452368","doi":"10.1109/imbioc56839.2023.10305100","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":"University of Manitoba","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":[0.00003810189,0.00004237957,0.0000398376,0.0000553246,0.00001056813,0.000010741,0.00005765029,0.00003258716,0.0002208254],"category_scores_gemma":[0.000007334703,0.00004032678,0.00001664428,0.0002296363,0.000006310315,0.00001837153,0.00000794815,0.00006580672,0.001083508],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000009880723,"about_ca_system_score_gemma":0.00000376936,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001663774,"about_ca_topic_score_gemma":0.000005289165,"domain_scores_codex":[0.9997477,0.000001745686,0.00005523656,0.00004132745,0.000040517,0.0001134929],"domain_scores_gemma":[0.9998337,0.00001875833,0.00000148171,0.0001032671,0.000005730398,0.00003708314],"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":[4.909123e-7,0.00003299541,0.0006705798,0.00006759954,0.0000107343,0.000004193246,0.0001201611,0.01809227,0.003808432,0.009466547,0.8574035,0.1103225],"study_design_scores_gemma":[0.00006548512,0.00001342551,0.01536388,0.000004238722,0.00000188463,0.000004918313,0.00003402755,0.05167414,0.0007403875,0.0001278416,0.9318528,0.0001170318],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1120429,0.000161039,0.01762549,0.002436261,0.002918773,0.0005650326,0.000005454403,0.06129228,0.8029527],"genre_scores_gemma":[0.9884268,0.00003407767,0.006132153,0.00004838378,0.0001014122,0.00008788316,0.00001755766,0.00002608657,0.005125617],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8763839,"threshold_uncertainty_score":0.9996943,"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."}}