{"id":"W3210871439","doi":"","title":"Can Personalized Tourniquet Systems Prevent Chemotherapy-induced Alopecia?","year":2016,"lang":"en","type":"article","venue":"CMBES Proceedings","topic":"Chemotherapy-related skin toxicity","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Cancer Agency; University of British Columbia; Western University","funders":"","keywords":"Medicine; Tourniquet; Chemotherapy; Intensive care medicine; Quality of life (healthcare); Surgery","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":[0.0004624144,0.0002814716,0.0004376057,0.0003004536,0.0001829438,0.0008892633,0.0004339174,0.0007810147,0.002594211],"category_scores_gemma":[0.001703169,0.0001067123,0.0004681964,0.0001525117,0.0002885137,0.001026516,0.0003245042,0.0009613493,0.0007295273],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002347105,"about_ca_system_score_gemma":0.0003081421,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002418562,"about_ca_topic_score_gemma":0.0004107732,"domain_scores_codex":[0.9996887,0.00007943926,0.00002118084,0.00004217072,0.0001175099,0.0000510024],"domain_scores_gemma":[0.9996123,0.00009723969,0.0001473748,0.00003840017,0.00005996606,0.00004478667],"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":[0.001615931,0.001373627,0.006513001,0.002072228,0.0002995258,0.0008656941,0.0002659614,0.00418859,0.09879851,0.005690365,0.01470494,0.8636118],"study_design_scores_gemma":[0.001905959,0.03164743,0.07577713,0.002616707,0.001322369,0.01264801,0.001513928,0.01772137,0.2224935,0.02157484,0.610496,0.0002827838],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4936211,0.2669705,0.1478567,0.04095506,0.00580013,0.001016237,0.0005642511,0.003144044,0.04007207],"genre_scores_gemma":[0.884155,0.06634124,0.03482856,0.006738147,0.001669546,0.0003204875,0.0002979571,0.0001084902,0.005540619],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002594211,"threshold_uncertainty_score":0.008678496,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01805830561448805,"score_gpt":0.2628188663835845,"score_spread":0.2447605607690965,"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."}}