{"id":"W4413491577","doi":"10.1007/978-3-031-97788-6_29","title":"User Interfaces","year":2025,"lang":"en","type":"book-chapter","venue":"Health information technology standards","topic":"Biomedical Text Mining and Ontologies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Victoria","funders":"","keywords":"Computer science; Human–computer interaction","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":[0.001147779,0.002607136,0.001336755,0.002876944,0.0008639148,0.004766082,0.002329829,0.002271252,0.7796313],"category_scores_gemma":[0.005377572,0.0007734199,0.00117363,0.002777103,0.0004002986,0.004073247,0.004620343,0.001343434,0.732019],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007872806,"about_ca_system_score_gemma":0.000695896,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0029978,"about_ca_topic_score_gemma":0.003960507,"domain_scores_codex":[0.9992864,0.0001184623,0.00005805983,0.0001355608,0.0003123596,0.00008933196],"domain_scores_gemma":[0.9985957,0.0004162884,0.00003721364,0.0004025599,0.0003865891,0.0001615707],"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":[0.00007073914,0.00002742338,0.00009216556,0.0002884125,0.00001050799,0.00005495757,0.00009692751,0.00007937276,0.000802572,0.003216976,0.9225668,0.07269315],"study_design_scores_gemma":[0.00003028296,0.000009949169,0.0001823227,0.00009629579,0.000009901425,0.00007512158,0.00003450638,0.0004881279,0.0007055395,0.00276891,0.9955801,0.00001892419],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00115104,0.001418852,0.07103946,0.001582656,0.001604337,0.0009606724,0.06353383,0.1636475,0.6950616],"genre_scores_gemma":[0.007835685,0.001347943,0.02219058,0.003201245,0.0004729577,0.001558704,0.05829491,0.0384841,0.8666139],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7796313,"threshold_uncertainty_score":0.3143293,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009717824009553502,"score_gpt":0.3021911620953034,"score_spread":0.2924733380857499,"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."}}