{"id":"W81463046","doi":"","title":"Using Peer-to-Peer Technology to Support Global Software Development – Some Initial Thoughts","year":2002,"lang":"en","type":"article","venue":"","topic":"Open Source Software Innovations","field":"Computer Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Computer science; Software development; Architecture; Process (computing); Software; Peer-to-peer; Synchronization (alternating current); World Wide Web; Computer network; Operating system","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003257382,0.0002388803,0.0002306705,0.0004189236,0.0003236884,0.0002618409,0.001562773,0.0001613636,0.0002637334],"category_scores_gemma":[0.00043677,0.0002363992,0.00003989894,0.00311581,0.00004620227,0.0006522486,0.00128886,0.0001643404,0.002546846],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003506116,"about_ca_system_score_gemma":0.0002202587,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001539081,"about_ca_topic_score_gemma":0.00003704764,"domain_scores_codex":[0.9973576,0.00002228294,0.0004561813,0.0006494771,0.0008781463,0.0006363342],"domain_scores_gemma":[0.9981,0.00003436139,0.00006985272,0.0007724326,0.0008040368,0.0002193264],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000106233,0.00059697,0.02681184,0.00002348518,0.0001269025,0.000399043,0.005580318,0.001260117,0.0004295206,0.1674112,0.1570221,0.6403279],"study_design_scores_gemma":[0.0009510278,0.0004278159,0.005026838,0.00006671993,0.00001669855,0.0005437735,0.000250945,0.002516796,0.01778717,0.01382138,0.9567568,0.001834069],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.05421586,0.000006423646,0.9257066,0.01533517,0.0007234101,0.0003816945,0.00001003349,0.001156899,0.002463932],"genre_scores_gemma":[0.1909658,8.68183e-8,0.8004208,0.004305486,0.0001377626,0.00003270575,0.000004507363,0.00001529688,0.004117504],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.7997347,"threshold_uncertainty_score":0.9982298,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06581382678596541,"score_gpt":0.3446441728818571,"score_spread":0.2788303460958917,"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."}}