{"id":"W2397484741","doi":"10.3791/53573","title":"Diffuse Optical Spectroscopy for the Quantitative Assessment of Acute Ionizing Radiation Induced Skin Toxicity Using a Mouse Model","year":2016,"lang":"en","type":"article","venue":"Journal of Visualized Experiments","topic":"Optical Imaging and Spectroscopy Techniques","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University; Ontario Institute for Cancer Research; University of Toronto; Sunnybrook Health Science Centre","funders":"","keywords":"Ionizing radiation; Erythema; Radiodermatitis; Medicine; Toxicity; Acute toxicity; Radiation therapy; Quantitative assessment; Medical physics; Dermatology; Irradiation; Surgery; Physics; Internal medicine; Risk analysis (engineering)","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":[0.001380526,0.001177038,0.0003575374,0.001595209,0.0002539425,0.000499817,0.0005039753,0.0006741931,0.001548695],"category_scores_gemma":[0.0006427133,0.0003417465,0.0004749134,0.0005905505,0.0004709407,0.0005838915,0.0005103158,0.001311067,0.0003452047],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002781121,"about_ca_system_score_gemma":0.0003385706,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004553213,"about_ca_topic_score_gemma":0.000919555,"domain_scores_codex":[0.9995414,0.0001098038,0.00002800238,0.0000967638,0.0001942296,0.00002984117],"domain_scores_gemma":[0.9994338,0.0001292896,0.0001572966,0.0001154215,0.0001022091,0.00006192512],"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":[0.00006970248,0.0000561099,0.0002234996,0.00004015592,0.000006648467,0.00001530658,0.00001753038,0.0004037917,0.995867,0.0002004043,0.0000765181,0.003023351],"study_design_scores_gemma":[0.00001816184,0.0009560275,0.003273002,0.00002214743,0.00003967993,0.0001969564,0.0000313078,0.01162227,0.9811725,0.000320512,0.002322389,0.00002513211],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4342428,0.002046036,0.5564466,0.0002577745,0.0001400125,0.0004619586,0.001040783,0.001894991,0.003469042],"genre_scores_gemma":[0.6331584,0.002431693,0.3581389,0.0002090952,0.00004114789,0.0008389229,0.0007204398,0.0003464926,0.004114833],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.001595209,"threshold_uncertainty_score":0.007300973,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08077736982579041,"score_gpt":0.5218776550335099,"score_spread":0.4411002852077195,"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."}}