{"id":"W3010683021","doi":"10.1117/12.2541515","title":"Spectral assessment of radiation therapy-induced skin erythema","year":2020,"lang":"en","type":"article","venue":"","topic":"Optical Imaging and Spectroscopy Techniques","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Juravinski Cancer Centre","funders":"","keywords":"Erythema; Hyperspectral imaging; Dermatology; Radiation therapy; Medicine; Computer science; Artificial intelligence; Radiology","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":[0.00134963,0.0003383563,0.0003494268,0.001186316,0.000139811,0.0004320588,0.0001674799,0.000286546,0.001223962],"category_scores_gemma":[0.001360158,0.0001065698,0.0003757653,0.0004773012,0.0001789298,0.0003309172,0.0003617826,0.0004156673,0.00027609],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001338646,"about_ca_system_score_gemma":0.0001040253,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001381487,"about_ca_topic_score_gemma":0.0002701477,"domain_scores_codex":[0.9992084,0.0003368875,0.00004331677,0.00007845464,0.0002988663,0.00003403586],"domain_scores_gemma":[0.9990305,0.0003017164,0.0002299553,0.00007679887,0.0003175338,0.00004360812],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001450404,0.0003699134,0.07414444,0.00122407,0.0004018429,0.0003432123,0.0003994709,0.002843343,0.7533719,0.0005476436,0.0007805076,0.1641232],"study_design_scores_gemma":[0.00002727081,0.003452603,0.5068912,0.0001299931,0.0004048477,0.003735995,0.0006657143,0.01363475,0.4631892,0.0008267852,0.006943408,0.00009824204],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9285327,0.008413426,0.05356469,0.0001101065,0.00009107884,0.0001854439,0.0004827204,0.0003448093,0.008275131],"genre_scores_gemma":[0.983788,0.002013125,0.01248845,0.00006299557,0.00003524358,0.00006861792,0.0002034507,0.00002958626,0.001310479],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00134963,"threshold_uncertainty_score":0.007137597,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03194148738959893,"score_gpt":0.3595095480928999,"score_spread":0.3275680607033009,"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."}}