{"id":"W2406441327","doi":"","title":"SOFIA: An Analytics Recommendation System.","year":2015,"lang":"en","type":"article","venue":"International Semantic Web Conference","topic":"Data Stream Mining Techniques","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Computer science; Analytics; Recommender system; Task (project management); Ontology; Implementation; Software deployment; Data science; Representation (politics); Data analysis; Information retrieval; Data mining; Software engineering","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":[0.001561899,0.001527763,0.001090814,0.003811746,0.0007288564,0.002137289,0.00214339,0.001220252,0.01695672],"category_scores_gemma":[0.006432761,0.0008459146,0.001037848,0.002304433,0.0002069497,0.003127327,0.001870571,0.001201147,0.01762922],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008140586,"about_ca_system_score_gemma":0.001431625,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009296129,"about_ca_topic_score_gemma":0.01805528,"domain_scores_codex":[0.9990873,0.0001305481,0.0001349938,0.0002188276,0.0003569893,0.0000713658],"domain_scores_gemma":[0.9978068,0.0004204175,0.0001589917,0.0006626227,0.0007273563,0.0002237178],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001111289,0.0003179011,0.008473859,0.0008483764,0.0005046283,0.0003832696,0.0002707678,0.007955372,0.01056059,0.008374018,0.5656496,0.3955503],"study_design_scores_gemma":[0.0002948561,0.0002629685,0.007090535,0.0003160596,0.0002765318,0.0009176323,0.0003157052,0.2693289,0.01973458,0.02545641,0.6757212,0.0002847769],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"software","genre_gemma":"methods","genre_scores_codex":[0.01527028,0.002822197,0.4185359,0.001851023,0.0005565718,0.00118266,0.04926534,0.4734336,0.03708226],"genre_scores_gemma":[0.1446831,0.003896693,0.5750619,0.002614967,0.0003444742,0.001372696,0.20432,0.01046075,0.05724526],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.01695672,"threshold_uncertainty_score":0.05672586,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08326283059138134,"score_gpt":0.3163933172153139,"score_spread":0.2331304866239325,"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."}}