{"id":"W4211232914","doi":"10.1109/tpc.47","title":"IEEE Transactions on Professional Communication","year":2023,"lang":"en","type":"paratext","venue":"IEEE Transactions on Professional Communication","topic":"Engineering Education and Curriculum Development","field":"Engineering","cited_by":92,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Professional communication; Computer science; Business communication; Multimedia; World Wide Web; Communication; Sociology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002565595,0.001258825,0.001051044,0.001979817,0.001760571,0.006332488,0.001606249,0.003322685,0.199544],"category_scores_gemma":[0.01016937,0.0005094393,0.0006632051,0.002491799,0.001379665,0.005142103,0.003502665,0.002028172,0.1254173],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001289995,"about_ca_system_score_gemma":0.002754575,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002113655,"about_ca_topic_score_gemma":0.001409396,"domain_scores_codex":[0.9969446,0.0007731422,0.0003154748,0.0005920794,0.001084155,0.0002905841],"domain_scores_gemma":[0.9945943,0.001629051,0.0002502704,0.001034455,0.002113947,0.0003780007],"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":[0.00006627791,0.00004940773,0.0003557341,0.0006443561,0.00003135955,0.0001527095,0.0004884049,0.0006341335,0.0008356269,0.05291054,0.5105093,0.4333223],"study_design_scores_gemma":[0.000009438244,0.00002312768,0.0002590663,0.000243322,0.00001244039,0.0001788095,0.0002581434,0.001437504,0.0002224843,0.0185052,0.9788364,0.00001421875],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.004073282,0.06092138,0.1203309,0.02440867,0.03878972,0.0004393914,0.001712222,0.003419301,0.7459052],"genre_scores_gemma":[0.08534989,0.05568963,0.05415513,0.006384451,0.01481952,0.0007978989,0.004698151,0.001144187,0.7769611],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.800456,"threshold_uncertainty_score":0.6675411,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02574991533444742,"score_gpt":0.2996439222182682,"score_spread":0.2738940068838208,"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."}}