{"id":"W4200247813","doi":"10.3233/shti210764","title":"Mapping of Wound Infection Concepts","year":2021,"lang":"en","type":"article","venue":"Studies in health technology and informatics","topic":"linguistics and terminology studies","field":"Arts and Humanities","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Okanagan University College; University of British Columbia, Okanagan Campus; University of British Columbia","funders":"","keywords":"SNOMED CT; Medicine; Wound infection; Computer science; Surgery; Terminology; Linguistics","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":[0.0001934783,0.0000827579,0.0003149889,0.0002877123,0.0002937599,0.000007253623,0.0000391122,0.0000629701,0.00001277861],"category_scores_gemma":[0.0004332221,0.00007239285,0.00001671721,0.0001313831,0.001211642,0.00005985807,0.0001597936,0.0001751134,0.000002460475],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002959694,"about_ca_system_score_gemma":0.00004603216,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003428456,"about_ca_topic_score_gemma":0.0004521887,"domain_scores_codex":[0.9991336,0.00001599772,0.0005593491,0.00006313249,0.00004705647,0.0001808197],"domain_scores_gemma":[0.9993641,0.00009103399,0.000210691,0.0001063197,0.0002157366,0.00001210422],"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":[0.000002471799,0.00002904196,0.03052932,0.001308282,0.0001035772,0.000004596971,0.1190822,0.000001672764,4.783792e-7,0.8370399,0.0007089006,0.01118962],"study_design_scores_gemma":[0.0008114894,0.0003095179,0.004730059,0.0006408494,0.00001382755,0.00003386463,0.3137758,0.0001419304,0.000102257,0.09385706,0.58535,0.00023329],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9441148,0.02032931,0.00005941918,0.002930297,0.001860852,0.0002187808,0.0000156904,0.0001068752,0.03036395],"genre_scores_gemma":[0.9893388,0.009310702,0.000569657,0.0004509244,0.00005475851,0.00001489655,0.000002408338,0.00000326925,0.0002546281],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7431828,"threshold_uncertainty_score":0.4464345,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.10001303544768,"score_gpt":0.3643805450582962,"score_spread":0.2643675096106162,"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."}}