{"id":"W4256068595","doi":"10.2139/ssrn.2311743","title":"Optimal Architecture for Modern Analytics Platforms","year":2012,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Complex Systems and Time Series Analysis","field":"Economics, Econometrics and Finance","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Surrey Memorial Hospital","funders":"","keywords":"Download; Analytics; Computer science; Architecture; World Wide Web; Data science; Geography","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":[0.001588615,0.0001713918,0.0004103806,0.0002436762,0.0002554957,0.00007994868,0.000254366,0.00008632923,0.0001537071],"category_scores_gemma":[0.0000470446,0.0001597158,0.0003887469,0.0001985506,0.00002484259,0.0002819614,0.00003569352,0.0007028138,0.00009181371],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004864172,"about_ca_system_score_gemma":0.0001372061,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007580377,"about_ca_topic_score_gemma":0.000222246,"domain_scores_codex":[0.9969254,0.000005083094,0.0005567303,0.0001944705,0.00005190872,0.002266365],"domain_scores_gemma":[0.9991937,0.00003109939,0.0003735314,0.0002202137,0.00003970211,0.0001417607],"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":[0.00004271638,0.00006360171,0.008433364,0.00001120809,0.0005594914,2.798766e-7,0.0003545381,0.003394712,0.000009055396,0.9810576,0.0002002911,0.005873163],"study_design_scores_gemma":[0.00079331,0.0002433738,0.0008066408,0.00000693015,0.00005649067,0.0002358003,0.0006819179,0.01830675,0.000009694213,0.8989319,0.07954004,0.0003871088],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.201733,0.01716254,0.776981,0.0004515727,0.0003506646,0.0001840802,0.00005417452,0.00002753609,0.003055474],"genre_scores_gemma":[0.9925584,0.0005573616,0.001415529,0.00006177596,0.0008798912,0.00001025607,0.00001212573,0.0000353966,0.004469253],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7908254,"threshold_uncertainty_score":0.6513022,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02211211225184464,"score_gpt":0.2197295661107387,"score_spread":0.1976174538588941,"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."}}