{"id":"W2254867883","doi":"","title":"Lemons on the Edge of the Internet: The Importance of Transparency for Broadband Network Quality","year":2015,"lang":"en","type":"article","venue":"Communications & stratégies","topic":"ICT Impact and Policies","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Transparency (behavior); Broadband; Incentive; The Internet; Business; Quality (philosophy); Broadband networks; Internet access; Industrial organization; Net neutrality; Telecommunications; Economics; Computer science; Microeconomics; Computer security","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":[0.0004480819,0.0000970765,0.0001409203,0.00001290735,0.0001315115,0.00002229278,0.001280305,0.00003825537,0.000007230365],"category_scores_gemma":[0.00007847229,0.00004979518,0.00009057295,0.0001770277,0.0003434684,0.00005225968,0.00006541146,0.0001646982,0.000001546316],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001756218,"about_ca_system_score_gemma":0.00004809678,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001680484,"about_ca_topic_score_gemma":0.001067173,"domain_scores_codex":[0.9992984,0.0001222428,0.000317029,0.00003205101,0.00008969567,0.0001405712],"domain_scores_gemma":[0.9975878,0.0006524523,0.0001042321,0.001557507,0.00007771557,0.0000203138],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.0000737674,0.0001922968,0.04822122,0.0002068074,0.0004052536,3.148832e-8,0.08880308,0.0389586,0.001297767,0.7346514,0.08396677,0.003223026],"study_design_scores_gemma":[0.001895351,0.0005118704,0.5521787,0.0009042847,0.000432145,0.000007169769,0.05904246,0.0168753,0.03256033,0.09710585,0.2373804,0.00110609],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9413435,0.006808628,0.000933419,0.007009571,0.0002621986,0.0006770637,0.0001773262,0.0000808296,0.04270751],"genre_scores_gemma":[0.9992048,0.0002828941,0.00008700696,0.00007239417,0.00003268791,0.00005456505,0.000008783861,0.00001186682,0.0002450113],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6375455,"threshold_uncertainty_score":0.2379146,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1409269902495298,"score_gpt":0.3409007561850284,"score_spread":0.1999737659354986,"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."}}