{"id":"W4413491543","doi":"10.1007/978-3-031-97788-6_30","title":"Data Analytics","year":2025,"lang":"en","type":"book-chapter","venue":"Health information technology standards","topic":"Big Data and Business Intelligence","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Victoria","funders":"","keywords":"Analytics; Computer science; Data analysis; Data science; 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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001439081,0.001188115,0.0005989844,0.003330922,0.0009416075,0.006640745,0.001477251,0.001072062,0.171259],"category_scores_gemma":[0.004068814,0.0006442444,0.0007380493,0.003972224,0.0008046696,0.005665826,0.002901002,0.00191124,0.1627017],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001140248,"about_ca_system_score_gemma":0.001656044,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002452622,"about_ca_topic_score_gemma":0.002795313,"domain_scores_codex":[0.9987257,0.0001539518,0.00006749856,0.0002477077,0.0007350006,0.00007016894],"domain_scores_gemma":[0.9983357,0.0004525575,0.00005082618,0.0005606735,0.0004820024,0.0001183253],"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":[0.00001910486,0.00002843564,0.0001993449,0.0001827299,0.00001137274,0.00004327139,0.0001667204,0.0003614445,0.0009203465,0.1034307,0.6225575,0.2720791],"study_design_scores_gemma":[0.00000203757,0.000002987917,0.00009531368,0.0000508261,0.000002564725,0.00004838441,0.00004597961,0.0005185184,0.0004648856,0.02331586,0.9754478,0.000004942967],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0009280494,0.003959086,0.1006068,0.007163371,0.002314967,0.0002943037,0.009690437,0.009683514,0.8653595],"genre_scores_gemma":[0.009445488,0.004820259,0.04569629,0.003803993,0.00107855,0.0002333235,0.01540754,0.0025207,0.9169938],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.828741,"threshold_uncertainty_score":0.5729184,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09219782751930455,"score_gpt":0.3476084488648601,"score_spread":0.2554106213455555,"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."}}