{"id":"W2530307160","doi":"10.1145/2886779","title":"PPHOCFS","year":2016,"lang":"en","type":"article","venue":"ACM Transactions on Multimedia Computing Communications and Applications","topic":"Advanced Image and Video Retrieval Techniques","field":"Computer Science","cited_by":29,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Francis Xavier University","funders":"National Natural Science Foundation of China","keywords":"Cluster analysis; Computer science; Cloud computing; Upload; Encryption; Data stream clustering; Data mining; CURE data clustering algorithm; Speedup; Correlation clustering; Scheme (mathematics); Parallel computing; Artificial intelligence; Computer network; Mathematics","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":[0.0002085901,0.0001632346,0.0001480384,0.000166446,0.000758264,0.0000835708,0.0021768,0.00007676309,0.00001141815],"category_scores_gemma":[0.00005361694,0.0001263192,0.00006679426,0.0005239578,0.0002459657,0.0003708918,0.0001753586,0.0002227158,0.00008608113],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005194958,"about_ca_system_score_gemma":0.00003783357,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001129412,"about_ca_topic_score_gemma":0.000004998369,"domain_scores_codex":[0.9988642,0.00008002867,0.0002925259,0.0003919109,0.0001423821,0.0002289472],"domain_scores_gemma":[0.994685,0.001534558,0.00009932855,0.003417559,0.0001325212,0.0001310568],"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":[0.000001352907,0.000116257,0.0000288563,0.000002720413,0.00001107401,1.771156e-7,0.00009071786,0.000003779511,0.002188415,0.01003471,0.00004003883,0.9874819],"study_design_scores_gemma":[0.002912207,0.0005210952,0.003699974,0.0004744518,0.00009582742,0.0001239995,0.0002191934,0.08266272,0.07315958,0.1203225,0.7138819,0.001926601],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.0001146179,0.0002865925,0.9882661,0.009646221,0.00003432188,0.0004057023,0.0000148238,0.0006674859,0.0005641982],"genre_scores_gemma":[0.4370718,0.001771338,0.5605265,0.0002508392,0.00002395217,0.0001727307,0.000002954841,0.00001244982,0.0001674221],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.9855553,"threshold_uncertainty_score":0.5832031,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02812058004868506,"score_gpt":0.3140337036023622,"score_spread":0.2859131235536772,"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."}}