{"id":"W1986721774","doi":"10.1145/1631097.1631109","title":"UbiMeds","year":2009,"lang":"en","type":"article","venue":"","topic":"Persona Design and Applications","field":"Computer Science","cited_by":48,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Computer science","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":[0.00002439191,0.00001890946,0.00001776298,0.00001242669,0.00002648776,0.00002942949,0.0002443683,0.000007602258,0.00001623339],"category_scores_gemma":[0.000001278617,0.00001521031,0.0000102284,0.0001142499,0.000003137314,0.00008742278,0.000009429697,0.00001468033,0.0002497876],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000003091749,"about_ca_system_score_gemma":0.000007274823,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001133142,"about_ca_topic_score_gemma":1.49346e-7,"domain_scores_codex":[0.9998043,0.000002602787,0.00002551038,0.00007031452,0.00004154759,0.00005577878],"domain_scores_gemma":[0.9997925,0.000005115094,0.000004291091,0.0001643598,0.000006770164,0.00002701921],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[4.624015e-8,0.00001129849,0.000004999032,4.684604e-8,2.388349e-7,3.839341e-7,0.00002996108,3.556863e-7,0.004127189,0.8876859,0.01086606,0.09727352],"study_design_scores_gemma":[0.0003861026,0.0001560716,0.03535305,0.000004070789,0.000002502808,0.00003597203,0.00002050292,0.1311821,0.03520514,0.349134,0.4481016,0.0004188396],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0005438011,0.00001281944,0.8419563,0.006606949,0.0000104792,0.00001825327,3.714117e-8,0.0001412223,0.1507101],"genre_scores_gemma":[0.8880059,0.000001492535,0.1055835,0.003130112,0.00001548125,0.000001674059,1.383881e-7,3.984427e-7,0.003261338],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.8874621,"threshold_uncertainty_score":0.3210597,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01270486975095356,"score_gpt":0.2410476054861348,"score_spread":0.2283427357351812,"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."}}