{"id":"W2110495371","doi":"10.1145/1060745.1060824","title":"G-ToPSS","year":2005,"lang":"en","type":"article","venue":"","topic":"Peer-to-Peer Network Technologies","field":"Computer Science","cited_by":76,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Computer science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001912577,0.001142169,0.0008665295,0.002450686,0.001516175,0.004305032,0.002896847,0.002172245,0.02719178],"category_scores_gemma":[0.009171022,0.0008779821,0.001965712,0.004067589,0.001433929,0.006729887,0.005373146,0.001765136,0.02168854],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001307939,"about_ca_system_score_gemma":0.002255784,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01129546,"about_ca_topic_score_gemma":0.008932566,"domain_scores_codex":[0.9978048,0.0004420738,0.0002399094,0.0003942389,0.0009379467,0.0001810437],"domain_scores_gemma":[0.994399,0.0009658922,0.0002514918,0.003228042,0.000942534,0.0002130038],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005227092,0.0001645659,0.002484088,0.001509362,0.0003050983,0.000892297,0.0007568439,0.01494629,0.01111678,0.2197985,0.4232263,0.3242772],"study_design_scores_gemma":[0.00008372297,0.00005122301,0.0004980034,0.0001203908,0.00006986089,0.0004245175,0.0001902598,0.03391748,0.007743863,0.09426844,0.862565,0.00006725085],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.006766988,0.0008321228,0.6781822,0.001897756,0.0006061785,0.001133434,0.02054437,0.2136492,0.07638764],"genre_scores_gemma":[0.1406365,0.002539386,0.6359548,0.003039999,0.0003714683,0.001420797,0.1192099,0.03000088,0.06682631],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.02719178,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009676126024829796,"score_gpt":0.2333867109384794,"score_spread":0.2237105849136496,"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."}}