{"id":"W2100680488","doi":"10.1109/ic2e.2014.15","title":"Analytics-as-a-Service (AaaS) Tool for Unstructured Data Mining","year":2014,"lang":"en","type":"article","venue":"","topic":"Data Quality and Management","field":"Decision Sciences","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"NoSQL; Computer science; Unstructured data; Data warehouse; Big data; Schema (genetic algorithms); Analytics; Standardization; Data science; Service (business); Database; Data mining; Information retrieval","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":[0.005593422,0.001237885,0.0009942031,0.0040337,0.001466884,0.00401273,0.002630932,0.001576,0.00601733],"category_scores_gemma":[0.01130401,0.0006876666,0.001606748,0.003424129,0.001216936,0.004743754,0.004739976,0.002408008,0.003929696],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009880376,"about_ca_system_score_gemma":0.003030083,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003534517,"about_ca_topic_score_gemma":0.003522685,"domain_scores_codex":[0.9968845,0.0008411136,0.0004994157,0.0003934667,0.001171821,0.0002096582],"domain_scores_gemma":[0.9930317,0.003298325,0.0005258379,0.0016244,0.0009185937,0.0006010982],"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":[0.001378976,0.0007141706,0.01012838,0.001643693,0.000481865,0.002128763,0.002979655,0.03444974,0.02671333,0.2555654,0.1523778,0.5114383],"study_design_scores_gemma":[0.0001421269,0.0001668933,0.001637123,0.0002765381,0.00009362531,0.0007609203,0.0006728851,0.5979896,0.02000192,0.1581163,0.2199766,0.0001654702],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.003020725,0.0001536425,0.932065,0.0005951642,0.0001099651,0.0003033173,0.001558464,0.05919658,0.002997131],"genre_scores_gemma":[0.0805276,0.000314783,0.9082072,0.0005377181,0.000108426,0.0003949898,0.005052471,0.001808608,0.0030482],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.00601733,"threshold_uncertainty_score":0.02958119,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3610562000040516,"score_gpt":0.4644112818095296,"score_spread":0.1033550818054779,"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."}}