{"id":"W1499805310","doi":"10.2139/ssrn.2311737","title":"Optimal Architecture for Modern Analytics Platforms","year":2012,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Stochastic processes and financial applications","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Surrey Memorial Hospital","funders":"","keywords":"Analytics; Architecture; Computer science; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001353397,0.0008183409,0.001041366,0.0007073693,0.0007982087,0.002798173,0.001342265,0.001962788,0.008041776],"category_scores_gemma":[0.006126186,0.0007377424,0.0005059671,0.0005729126,0.001152831,0.00382408,0.002448636,0.001985723,0.001236879],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001418131,"about_ca_system_score_gemma":0.002243161,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002063737,"about_ca_topic_score_gemma":0.003589282,"domain_scores_codex":[0.9988851,0.0003267247,0.00005121846,0.0002423706,0.0001847606,0.0003097686],"domain_scores_gemma":[0.9981967,0.0006047293,0.0001524389,0.0003486481,0.0004401063,0.0002573367],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0005237652,0.0002903273,0.00227905,0.0001378023,0.00009738353,0.0002287094,0.0001969069,0.4660552,0.009428484,0.4075275,0.007374326,0.1058606],"study_design_scores_gemma":[0.00003171793,0.0000531675,0.0002734915,0.00001291244,0.00001942498,0.00002534085,0.00004668396,0.8223963,0.0008588791,0.1750163,0.001254651,0.00001117708],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.1816349,0.0004052603,0.7985004,0.00200291,0.0001317485,0.0001186702,0.0001919366,0.001001695,0.01601252],"genre_scores_gemma":[0.9179372,0.0002539545,0.07281007,0.0001424546,0.00008031594,0.0001009867,0.0001195944,0.00009646125,0.008458977],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.008041776,"threshold_uncertainty_score":0.02690238,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02020157331703403,"score_gpt":0.2316420771737324,"score_spread":0.2114405038566984,"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."}}