{"id":"W197729630","doi":"","title":"Open Source Telecommunication Companies","year":2007,"lang":"en","type":"article","venue":"DOAJ (DOAJ: Directory of Open Access Journals)","topic":"Digital Innovation in Industries","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Open source; Telecommunications; Business; Computer science; Operating system; Software","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002098122,0.0005091766,0.0002974113,0.004364922,0.002905302,0.006400764,0.001172769,0.001960243,0.1195259],"category_scores_gemma":[0.01703688,0.00036458,0.0004323744,0.009231232,0.0007948668,0.005000111,0.002651682,0.001330251,0.05454912],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004236537,"about_ca_system_score_gemma":0.008529958,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0178124,"about_ca_topic_score_gemma":0.01865164,"domain_scores_codex":[0.9948986,0.0003442058,0.0002634556,0.0004247477,0.00339281,0.0006761877],"domain_scores_gemma":[0.9731444,0.004833366,0.002627458,0.004346034,0.009760394,0.005288266],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.00009729525,0.00009462989,0.004742735,0.0004694947,0.00001500609,0.000518294,0.001178356,0.0001330685,0.00199954,0.03763299,0.5886406,0.3644779],"study_design_scores_gemma":[0.000009392288,0.00001386833,0.003196286,0.00008311871,0.000004244278,0.000300159,0.0002202621,0.0002010636,0.0005349353,0.001415569,0.9940053,0.00001575044],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01829279,0.007039889,0.008093402,0.01208011,0.001721549,0.0003150939,0.01085147,0.007709709,0.9338959],"genre_scores_gemma":[0.1129911,0.01174119,0.007772536,0.003345016,0.001941116,0.0002825519,0.02709357,0.002382929,0.83245],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1195259,"threshold_uncertainty_score":0.3998538,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3521011479561433,"score_gpt":0.5328413519801412,"score_spread":0.1807402040239978,"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."}}