{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003848559,0.000615037,0.0002943981,0.006940735,0.001009226,0.00241341,0.0008929555,0.0006343276,0.004152947],"category_scores_gemma":[0.02288142,0.000243848,0.0009984424,0.003630501,0.001338436,0.003488067,0.002634246,0.00082088,0.0006954786],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001926069,"about_ca_system_score_gemma":0.004844354,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006891704,"about_ca_topic_score_gemma":0.00682255,"domain_scores_codex":[0.9960033,0.001640196,0.0005855823,0.0005060259,0.001112052,0.000152772],"domain_scores_gemma":[0.9921699,0.004197055,0.0007168303,0.0007849042,0.001941286,0.0001900135],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.000548382,0.0002287329,0.03934349,0.005967468,0.0002249841,0.002373774,0.05179192,0.007889994,0.02332365,0.1706357,0.0146279,0.683044],"study_design_scores_gemma":[0.00009534559,0.0006006405,0.0675687,0.007118006,0.0006829145,0.009602835,0.0429104,0.04454062,0.03138586,0.2014892,0.5937015,0.0003040106],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.316395,0.005032716,0.5779688,0.002309811,0.0004388389,0.003655587,0.01111132,0.00145522,0.0816327],"genre_scores_gemma":[0.5295856,0.001929427,0.4555205,0.0005004181,0.00004518722,0.001473827,0.007204757,0.0002764332,0.003463813],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.006940735,"threshold_uncertainty_score":0.02035332,"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."}}