{"id":"W2110304680","doi":"10.1145/2047196.2047219","title":"TwitApp","year":2011,"lang":"en","type":"article","venue":"","topic":"Peer-to-Peer Network Technologies","field":"Computer Science","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Autodesk (Canada)","funders":"","keywords":"Computer science; World Wide Web; Database transaction; Multimedia; Database","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":[0.00008824513,0.00006049811,0.00005927834,0.00007533727,0.00002767629,0.00003096785,0.001339128,0.00003562523,0.00005560202],"category_scores_gemma":[0.00002254979,0.00004873304,0.00001908359,0.0003619368,0.0000198193,0.0001759282,0.0005560976,0.00005365178,0.001025522],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001065839,"about_ca_system_score_gemma":0.00001074649,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003128354,"about_ca_topic_score_gemma":0.00001411868,"domain_scores_codex":[0.9994103,0.000006070663,0.00007287264,0.0002037392,0.0001053973,0.000201624],"domain_scores_gemma":[0.9992695,0.00001232387,0.00001285624,0.0006289056,0.00002646234,0.00004994564],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000001187293,0.00003112957,0.001642391,0.000001091916,0.000006604772,0.00002154585,0.0005882476,0.000003675666,0.000218557,0.7654194,0.07977931,0.1522869],"study_design_scores_gemma":[0.000504134,0.000677024,0.07801623,0.00002741913,0.000007510653,0.00008059612,0.0002318122,0.01569501,0.1179036,0.4566461,0.3288889,0.001321688],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.00993628,0.00001876411,0.7809685,0.001429311,0.0002041874,0.00006151567,1.033473e-7,0.001695181,0.2056861],"genre_scores_gemma":[0.5537471,0.000001007794,0.4436437,0.0007123321,0.00001103057,0.000007418264,4.98894e-8,0.000002522769,0.001874775],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.5438108,"threshold_uncertainty_score":0.9997523,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0490016391951694,"score_gpt":0.2172665723372967,"score_spread":0.1682649331421273,"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."}}