{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.004691465,0.002282133,0.001243496,0.004150471,0.003128737,0.008777469,0.001440597,0.003164228,0.3432583],"category_scores_gemma":[0.009874273,0.00051322,0.0007549184,0.002728063,0.00101455,0.002489499,0.005632535,0.004232383,0.326572],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002285809,"about_ca_system_score_gemma":0.008040852,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002169916,"about_ca_topic_score_gemma":0.007061722,"domain_scores_codex":[0.9953049,0.0004294723,0.0002227567,0.0003815819,0.002409071,0.001252205],"domain_scores_gemma":[0.9786381,0.000449997,0.0004901674,0.0007346276,0.008961122,0.0107259],"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":[0.00003030336,0.00005237989,0.0001927843,0.0000840076,0.000004464327,0.00008120737,0.00002256874,0.00007322236,0.000181621,0.004586322,0.9445689,0.05012226],"study_design_scores_gemma":[0.00001088719,0.00003459448,0.0003749736,0.00004363778,0.000002689983,0.00009139918,0.00004772527,0.00008995839,0.00007805599,0.001064152,0.9981553,0.000006629034],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002783534,0.006629065,0.004251925,0.05384221,0.1711143,0.0006535477,0.00282095,0.001931604,0.7559729],"genre_scores_gemma":[0.008319284,0.004573772,0.001568298,0.004412418,0.01664456,0.0002707271,0.002249561,0.000545556,0.9614158],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3432583,"threshold_uncertainty_score":0.9367624,"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."}}