{"id":"W4220946276","doi":"10.29173/cais1297","title":"Telecommunications in the university classroom","year":2022,"lang":"en","type":"article","venue":"Proceedings of the Annual Conference of CAIS / Actes du congrès annuel de l ACSI","topic":"Experimental Learning in Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Telecommunications; Business; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0003788889,0.0001269103,0.0001766695,0.0001214729,0.000158545,0.0002391313,0.001968166,0.000044017,0.00003185178],"category_scores_gemma":[0.001073843,0.0001101328,0.00007666588,0.0005221333,0.0001222487,0.001686285,0.0005143058,0.000509861,0.00000122558],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001409547,"about_ca_system_score_gemma":0.00004352054,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007503728,"about_ca_topic_score_gemma":0.000008263064,"domain_scores_codex":[0.9991983,0.00002881934,0.0002033474,0.0001119763,0.0002442281,0.0002132862],"domain_scores_gemma":[0.9976571,0.0001177635,0.0001152123,0.0001964357,0.001882869,0.00003065427],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001467168,0.0005678977,0.2633631,0.0006682758,0.0002972392,0.000007808483,0.339172,0.081352,0.2256172,0.070874,0.01273405,0.005199774],"study_design_scores_gemma":[0.001171442,0.0003490402,0.18828,0.0002289933,0.00008762696,0.00008810569,0.08001661,0.04031127,0.0290474,0.001150033,0.6585267,0.000742847],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9795641,0.0001800241,0.00002855081,0.0006331087,0.00007693249,0.0001784852,0.00004637743,0.00006691187,0.01922547],"genre_scores_gemma":[0.9991337,0.00005575292,0.0005743153,0.00003557013,0.00001453826,0.00001599699,0.000002981188,0.00001765715,0.0001494563],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6457926,"threshold_uncertainty_score":0.4491085,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01354911523092661,"score_gpt":0.210592900592297,"score_spread":0.1970437853613704,"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."}}