{"id":"W2143269926","doi":"10.1504/ijss.2007.011825","title":"Consumer representation on consensus standards committees: a value-added practice","year":2006,"lang":"en","type":"article","venue":"International Journal of Services and Standards","topic":"Open Source Software Innovations","field":"Computer Science","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"","keywords":"Flexibility (engineering); Work (physics); Representation (politics); Business; Marketing; Value (mathematics); Investment (military); Public relations; Resource (disambiguation); Engineering; Computer science; Economics; Management; Political science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.1786909,0.0006278232,0.0008529884,0.005708275,0.01948283,0.0144462,0.004043288,0.008678615,0.01208884],"category_scores_gemma":[0.2235942,0.001237936,0.0009260363,0.004295168,0.02064194,0.01304935,0.0173084,0.01109541,0.002413426],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01687629,"about_ca_system_score_gemma":0.03192784,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00611314,"about_ca_topic_score_gemma":0.008164955,"domain_scores_codex":[0.7462874,0.1741211,0.008607862,0.008714113,0.05532493,0.006944622],"domain_scores_gemma":[0.6834652,0.1506844,0.0161245,0.03053584,0.09338073,0.0258094],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001382008,0.0006029487,0.01998755,0.0006466462,0.0001117576,0.001855327,0.2939998,0.0007877391,0.002638718,0.1530206,0.1025277,0.423683],"study_design_scores_gemma":[0.0001036707,0.0003654533,0.008576944,0.002152509,0.00006679189,0.00196934,0.2186109,0.003556616,0.001988127,0.1201122,0.6421986,0.0002989459],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1887415,0.002680032,0.1468333,0.4401628,0.004133574,0.001767251,0.00007548225,0.0007796016,0.2148264],"genre_scores_gemma":[0.8793236,0.001428523,0.06630458,0.02470578,0.001104843,0.0006625772,0.0001299592,0.000394964,0.02594515],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1786909,"threshold_uncertainty_score":0.9450193,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01077555287064347,"score_gpt":0.3260071395871548,"score_spread":0.3152315867165113,"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."}}