{"id":"W2139007797","doi":"10.1109/ccece.2003.1226344","title":"Performance evaluation platform for xDSL deployment in a complex multi-segment environment","year":2004,"lang":"en","type":"article","venue":"","topic":"Power Line Communications and Noise","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Digital subscriber line; Software deployment; Computer science; Graphical user interface; Software; Variety (cybernetics); Implementation; User interface; Interface (matter); Embedded system; Computer architecture; Software engineering; Systems engineering; Operating system; Engineering; Computer network","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":[],"consensus_categories":[],"category_scores_codex":[0.0002177112,0.00008643057,0.00007854975,0.00005902111,0.00004011204,0.000008800412,0.000112372,0.00002632766,0.0001000784],"category_scores_gemma":[0.000004248635,0.00008271589,0.00002588327,0.00004538407,0.000009651906,0.00009434667,0.00003031711,0.00004987778,0.00003925677],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004284657,"about_ca_system_score_gemma":0.0000124056,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000197937,"about_ca_topic_score_gemma":0.0001016303,"domain_scores_codex":[0.9994534,0.00000421277,0.0001902357,0.00008750944,0.0001151128,0.0001495291],"domain_scores_gemma":[0.999666,0.00001301518,0.00001402767,0.000262565,0.00001167298,0.00003266977],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001224383,0.0002595153,0.0009402939,0.00002840199,0.00002058063,1.749798e-7,0.0005740578,0.9444922,0.005549083,0.0002884397,0.0002423994,0.04759264],"study_design_scores_gemma":[0.002213522,0.00004873612,0.03342758,0.00001740943,0.000008905468,7.33313e-7,0.00006303311,0.9494058,0.004331025,0.00005494849,0.01029118,0.0001370625],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9495984,0.000281486,0.04701943,0.0001858348,0.00006061295,0.0009816814,0.000006156994,0.0001069528,0.001759398],"genre_scores_gemma":[0.954099,0.0002745254,0.04506237,0.00004050361,0.000008055426,0.0004131162,0.00005258573,0.0000144675,0.00003538726],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04745558,"threshold_uncertainty_score":0.3373056,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08231735774580991,"score_gpt":0.2874402730675585,"score_spread":0.2051229153217486,"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."}}