{"id":"W1974192149","doi":"10.1109/icppw.2012.27","title":"A Platform for Parallel R-based Analytics on Cloud Infrastructure","year":2012,"lang":"en","type":"article","venue":"","topic":"Cloud Computing and Resource Management","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Cloud computing; Computer science; Analytics; Workstation; Scripting language; Distributed computing; Ranging; Scale (ratio); Data analysis; Data science; Operating system; Data mining","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":[0.002454747,0.0009595032,0.0007348285,0.000771663,0.0008292486,0.002033479,0.002879268,0.0007729502,0.007086792],"category_scores_gemma":[0.00688633,0.0006018141,0.001098864,0.001096988,0.001057054,0.002380933,0.002614682,0.001641167,0.004259565],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007970644,"about_ca_system_score_gemma":0.002531389,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003245516,"about_ca_topic_score_gemma":0.001645457,"domain_scores_codex":[0.9980811,0.0004852154,0.000127714,0.0004446879,0.0005983861,0.0002629628],"domain_scores_gemma":[0.9950632,0.001181713,0.0003900763,0.002120506,0.0007620589,0.0004824776],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.003619751,0.001230495,0.01281055,0.0007886842,0.0005811592,0.003319801,0.0009960826,0.2134564,0.1098559,0.1671175,0.1417625,0.3444613],"study_design_scores_gemma":[0.0005836578,0.0004977102,0.002317192,0.00006739586,0.00008977587,0.0006417017,0.0001023184,0.8427473,0.03983356,0.0404983,0.0724334,0.0001877227],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.02779479,0.0002517484,0.8927433,0.0008235335,0.0002529616,0.0008516807,0.001064712,0.06270929,0.01350805],"genre_scores_gemma":[0.2979174,0.0002633868,0.689835,0.0005296469,0.0001684922,0.0007393669,0.002537496,0.004058301,0.003950902],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.007086792,"threshold_uncertainty_score":0.02370763,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02368431325260472,"score_gpt":0.2529620510305762,"score_spread":0.2292777377779714,"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."}}