{"id":"W2172437228","doi":"","title":"Identifying and categorising skin damage","year":2014,"lang":"en","type":"article","venue":"Huddersfield Research Portal (University of Huddersfield)","topic":"Pressure Ulcer Prevention and Management","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute of Infection and Immunity","funders":"","keywords":"Psychological intervention; Risk analysis (engineering); Medicine; Health care; Health professionals; Psychology; Nursing; Political 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":[0.003372329,0.0004889034,0.0005267848,0.006149821,0.0004862433,0.001440852,0.0006818576,0.0007422942,0.006960093],"category_scores_gemma":[0.008913507,0.0002048877,0.0005176175,0.001819558,0.0005051218,0.001004593,0.001514946,0.0006554876,0.003021287],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005708389,"about_ca_system_score_gemma":0.0008995407,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003602915,"about_ca_topic_score_gemma":0.004545307,"domain_scores_codex":[0.9965345,0.0009465518,0.0005130543,0.000264914,0.001525004,0.0002159807],"domain_scores_gemma":[0.9959852,0.0009404205,0.0007653469,0.0003522755,0.001736183,0.0002206055],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0004046226,0.0003323268,0.2733501,0.001876468,0.00008300202,0.0007963564,0.003279574,0.0007134875,0.01266954,0.002319182,0.02064126,0.683534],"study_design_scores_gemma":[0.00004079733,0.002009292,0.8357932,0.002950284,0.0001505342,0.008291308,0.00943636,0.003804592,0.01390197,0.006539315,0.1169236,0.0001587037],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7237077,0.0174504,0.09991891,0.006777225,0.001116179,0.006335892,0.008727173,0.001466656,0.1344998],"genre_scores_gemma":[0.8119578,0.01664551,0.1291749,0.001308367,0.0002586156,0.001660243,0.004892425,0.0001144919,0.03398765],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006960093,"threshold_uncertainty_score":0.02328384,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1498047734543278,"score_gpt":0.4424903031758821,"score_spread":0.2926855297215543,"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."}}