{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008617378,0.0009443689,0.0006563544,0.0009556554,0.0007655965,0.002589571,0.002142501,0.001209307,0.06933211],"category_scores_gemma":[0.003116769,0.0005370068,0.0006856331,0.0008168264,0.0004334951,0.002831207,0.003596347,0.001188441,0.03009995],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005750224,"about_ca_system_score_gemma":0.0006977438,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001631344,"about_ca_topic_score_gemma":0.001444809,"domain_scores_codex":[0.9989396,0.0001654299,0.000110318,0.0002092012,0.0004080555,0.0001673842],"domain_scores_gemma":[0.9990709,0.0002026479,0.00004799243,0.0003130777,0.0002525925,0.0001127007],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001908777,0.000234352,0.002574055,0.001411725,0.00007220251,0.0007709796,0.0008912199,0.00301714,0.01579175,0.07519472,0.2674722,0.6306608],"study_design_scores_gemma":[0.00007261631,0.0001215496,0.0008864014,0.0001267109,0.00003096275,0.0005199296,0.00009768052,0.005686888,0.009551905,0.006090083,0.9767756,0.00003961651],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.02142616,0.003978175,0.5366398,0.001248438,0.002196054,0.001049457,0.01713845,0.1363921,0.2799312],"genre_scores_gemma":[0.2228207,0.004321794,0.3315907,0.002424116,0.0005034867,0.00210655,0.04465359,0.01594172,0.3756373],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.06933211,"threshold_uncertainty_score":0,"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."}}