{"id":"W2593790981","doi":"","title":"Evidence based analytics - case studies","year":2016,"lang":"en","type":"article","venue":"Computer Science and Software Engineering","topic":"Big Data and Business Intelligence","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University; Queen's University; Simon Fraser University","funders":"","keywords":"Computer science; Analytics; Data science; Learning analytics; Thread (computing); The Internet; Data analysis; Set (abstract data type); World Wide Web; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007086654,0.0001382524,0.0001356973,0.0002921056,0.0002204451,0.0003188337,0.0003275958,0.00002462333,0.0000141926],"category_scores_gemma":[0.001612011,0.00009045499,0.00002202593,0.0008634937,0.0002391364,0.003080461,0.0003910677,0.00004809749,0.00003343375],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003639615,"about_ca_system_score_gemma":0.00003771807,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000146241,"about_ca_topic_score_gemma":0.000003094172,"domain_scores_codex":[0.9989365,0.000002005651,0.0001472235,0.0003488346,0.0002872704,0.0002781698],"domain_scores_gemma":[0.9989524,0.0002739812,0.00004835868,0.0002669529,0.0004348172,0.00002345865],"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":[0.00001133317,0.00004198411,0.0360283,0.0007614786,0.00003419857,0.001115693,0.00009055814,0.00588825,0.001922606,0.006238256,0.00326631,0.944601],"study_design_scores_gemma":[0.00041468,0.00003784245,0.01296644,0.003012677,0.00007733072,0.000521207,0.00004169451,0.9581525,0.001667836,0.0004477541,0.02154584,0.00111421],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1440461,0.0006270558,0.8538714,0.0004430542,0.0007505021,0.00006286788,0.000001053103,0.0001932339,0.000004733508],"genre_scores_gemma":[0.9821402,0.00007248308,0.01648289,0.0006946241,0.0005810679,0.000005062435,3.265779e-7,0.000009436999,0.00001387424],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9522642,"threshold_uncertainty_score":0.3688647,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1193954549693561,"score_gpt":0.2927093876465637,"score_spread":0.1733139326772076,"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."}}