{"id":"W4214623248","doi":"10.5121/csit.2015.50600","title":"Computer Science &amp; Information Technology ( CS &amp; IT )","year":2015,"lang":"en","type":"paratext","venue":"","topic":"Big Data and Business Intelligence","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"Conselho Nacional de Desenvolvimento Científico e Tecnológico; Coordenação de Aperfeiçoamento de Pessoal de Nível Superior","keywords":"Computer science; Information technology; Operating system","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00295293,0.0009964112,0.0009650803,0.002277425,0.001479451,0.008104303,0.001226431,0.002235482,0.2322086],"category_scores_gemma":[0.007942321,0.0004006623,0.0003439263,0.003589574,0.001880314,0.0044695,0.003132841,0.003474986,0.1262255],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002829695,"about_ca_system_score_gemma":0.005241894,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005552744,"about_ca_topic_score_gemma":0.007500902,"domain_scores_codex":[0.9979835,0.0003389855,0.0001065177,0.0004117653,0.0009623811,0.0001969026],"domain_scores_gemma":[0.9940047,0.001488144,0.0002201427,0.0008560543,0.002227364,0.001203607],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004361902,0.00004236511,0.0003376757,0.000147046,0.000008641439,0.00003466902,0.00006056473,0.0004739919,0.0005948655,0.02003277,0.7294565,0.2487673],"study_design_scores_gemma":[0.000008295824,0.0000278166,0.0006399043,0.0001074724,0.000007943034,0.00004815661,0.00005413479,0.004249873,0.001406885,0.01176584,0.9816673,0.00001637282],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.005991461,0.02005042,0.07622502,0.05658132,0.01801743,0.0002169472,0.004619427,0.007076305,0.8112217],"genre_scores_gemma":[0.04506742,0.0160865,0.02196135,0.002155625,0.004161678,0.0001393179,0.005050542,0.001212951,0.9041646],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7677914,"threshold_uncertainty_score":0.7768152,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0834874562968602,"score_gpt":0.3158035873591934,"score_spread":0.2323161310623332,"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."}}