{"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":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002432985,0.0001427037,0.0002945184,0.0004296643,0.00131576,0.00002393191,0.0004147955,0.0002695553,0.1879238],"category_scores_gemma":[0.000215914,0.0001641949,0.0001063595,0.0003018039,0.0002998794,0.0003480928,0.0006892416,0.001058035,0.0001217697],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":2.904526e-7,"about_ca_system_score_gemma":0.00009627877,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002184407,"about_ca_topic_score_gemma":0.001888529,"domain_scores_codex":[0.9972029,0.0008986412,0.0002718025,0.0004161798,0.0005731885,0.0006372764],"domain_scores_gemma":[0.9982756,0.0006102895,0.0001661957,0.0004614205,0.0002528909,0.0002335577],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"qualitative","study_design_scores_codex":[0.0000474203,0.00004982542,0.001290249,0.0003883616,0.00007327241,0.00003817925,0.006557338,0.000002376349,0.0003894612,0.02010379,0.9653965,0.005663254],"study_design_scores_gemma":[0.00106954,0.00009782242,0.0005645589,0.0001433699,0.00003922067,0.000001872899,0.9872408,0.0003593903,0.0000709721,0.005341138,0.004896281,0.0001750162],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.004622304,0.0001356693,0.02511984,0.002421905,0.0003216829,0.0006341084,0.000003376983,0.00008382207,0.9666573],"genre_scores_gemma":[0.9856621,0.0002088836,0.001203668,0.0002474521,0.0001064036,0.000002271207,0.00001069561,0.00001531829,0.0125432],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9810398,"threshold_uncertainty_score":0.9999844,"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."}}