{"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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.002861093,0.0001242206,0.0001786714,0.00009532118,0.001319003,0.00006921335,0.003040279,0.00008105094,0.00003901869],"category_scores_gemma":[0.0006944861,0.00008783067,0.00007168569,0.0006710177,0.001126829,0.0002222676,0.0006066656,0.0002770237,0.00001624945],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002590391,"about_ca_system_score_gemma":0.002070923,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005781358,"about_ca_topic_score_gemma":0.000106285,"domain_scores_codex":[0.998042,0.000211895,0.0005577297,0.000202402,0.0007279116,0.0002580256],"domain_scores_gemma":[0.9923901,0.0005736513,0.0003277087,0.003056605,0.00358605,0.00006590173],"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":[0.00001312988,0.0002354432,0.0003290688,0.000005031974,0.00005482257,4.275122e-7,0.0002288207,6.993698e-7,0.002264324,0.9108817,0.07924715,0.006739369],"study_design_scores_gemma":[0.0004709812,0.0002276744,0.002284995,0.00008999231,0.00001967158,0.0000149638,0.0001726506,0.001729508,0.01868116,0.08069374,0.8954288,0.0001859112],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.009811043,0.007496904,0.7385114,0.1958463,0.00238203,0.001277935,0.003205125,0.0005939884,0.04087527],"genre_scores_gemma":[0.9731338,0.0008070959,0.02486626,0.0001884485,0.00006738634,0.0001267379,0.00001873557,0.000008682221,0.0007828697],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9633228,"threshold_uncertainty_score":0.9999812,"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."}}