{"id":"W4295957419","doi":"10.1109/mcom.2022.9893748","title":"ComSoc Awards","year":2022,"lang":"en","type":"article","venue":"IEEE Communications Magazine","topic":"Digital Media and Visual Art","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Computer science; Telecommunications; Field (mathematics); Globalization; Management; Engineering management; Political science; Engineering; Law","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":[0.0002444107,0.00007966555,0.00009931714,0.00009368546,0.0004868375,0.00009615947,0.003871287,0.00001214017,0.0000666089],"category_scores_gemma":[0.00002823437,0.00008523701,0.00005217731,0.0005816834,0.0000823365,0.0003350128,0.002102616,0.000224371,0.0005639103],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000057766,"about_ca_system_score_gemma":0.00006592294,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003928662,"about_ca_topic_score_gemma":0.000008341263,"domain_scores_codex":[0.9991007,0.0001351637,0.0001764661,0.000166163,0.0002513018,0.0001702007],"domain_scores_gemma":[0.99712,0.0001504162,0.00005878494,0.002539218,0.00005641711,0.00007517583],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000006586403,0.001275303,0.0006863402,0.000009880643,0.00003927671,0.00001272752,0.00120598,0.0001648274,0.00212787,0.6663457,0.2321827,0.09594288],"study_design_scores_gemma":[0.0001805189,0.0001015271,0.000650399,0.000002653182,0.000002988686,0.00002558284,0.00002638277,0.02244285,0.0001091502,0.004636649,0.9716932,0.0001281566],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.02233703,0.00204818,0.2616564,0.1134958,0.006016767,0.0009862613,0.0001025721,0.002172171,0.5911848],"genre_scores_gemma":[0.9811851,0.00004410347,0.01365055,0.001241252,0.00003465966,0.0001598981,0.00002348311,0.000009218239,0.003651743],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9588481,"threshold_uncertainty_score":0.7248114,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04914103989681488,"score_gpt":0.3131704544900748,"score_spread":0.2640294145932599,"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."}}