{"id":"W4239101104","doi":"10.1109/mcomstd.2018.8412451","title":"The Important Contributions of Standards Professionals","year":2018,"lang":"en","type":"article","venue":"IEEE Communications Standards Magazine","topic":"Educational Technology and Assessment","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Ericsson (Canada)","funders":"","keywords":"Engineering ethics; Engineering","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":[],"consensus_categories":[],"category_scores_codex":[0.03088303,0.0007842596,0.0006831744,0.004658739,0.005046039,0.01748199,0.001276921,0.01166355,0.0106313],"category_scores_gemma":[0.08185282,0.0005812653,0.0004885305,0.002742135,0.01025697,0.0148335,0.009190545,0.01562787,0.003818484],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003779029,"about_ca_system_score_gemma":0.01187333,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001693612,"about_ca_topic_score_gemma":0.003129509,"domain_scores_codex":[0.9635601,0.01366678,0.001960397,0.002478224,0.01589481,0.002439591],"domain_scores_gemma":[0.8192339,0.07537419,0.005143799,0.01100263,0.05314188,0.03610359],"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":[0.0001048029,0.0001682286,0.003630164,0.0004254295,0.00005327318,0.0003435397,0.007421809,0.0002242906,0.0009226158,0.1993561,0.5954815,0.1918683],"study_design_scores_gemma":[0.00002532719,0.00004290481,0.001463445,0.0004826787,0.00001633775,0.0003981877,0.005411695,0.0002207503,0.0003902604,0.1002322,0.8912742,0.00004203445],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.00396678,0.03031234,0.006285399,0.8695731,0.04154627,0.00002835101,0.00004833582,0.0001336771,0.04810573],"genre_scores_gemma":[0.2586135,0.06709988,0.01833591,0.4180208,0.09776809,0.0001563044,0.000230591,0.0004388792,0.1393361],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03088303,"threshold_uncertainty_score":0.163327,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02041102658711955,"score_gpt":0.387577255253418,"score_spread":0.3671662286662984,"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."}}