{"id":"W4391635988","doi":"10.1007/978-3-031-44316-9_4","title":"Dose Fractionation in Skin Radiotherapy","year":2023,"lang":"en","type":"book-chapter","venue":"","topic":"Nonmelanoma Skin Cancer Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Radiation therapy; Dose fractionation; Fractionation; Medicine; Nuclear medicine; Radiology; Chemistry; Chromatography","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00009578486,0.0001919878,0.0003804508,0.0003354375,0.00002289142,0.00000658048,0.00004397596,0.0002240881,0.002373074],"category_scores_gemma":[0.00001630945,0.0001717053,0.0000961794,0.00004605409,0.00004133168,0.00003237601,0.0000225195,0.0003029519,0.0005045367],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004293957,"about_ca_system_score_gemma":0.0000873878,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009999947,"about_ca_topic_score_gemma":0.0004075905,"domain_scores_codex":[0.9990569,0.000004544126,0.0002410736,0.0002804052,0.0002906774,0.0001263943],"domain_scores_gemma":[0.9995129,0.00009809311,0.00008019629,0.0002224981,0.00004904724,0.00003725214],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0008928903,0.000161643,0.009798135,0.0005552719,0.001857626,0.001159693,0.001141404,0.00002230349,0.0001294043,0.3821816,0.2960648,0.3060352],"study_design_scores_gemma":[0.001755822,0.0001425774,0.06256422,0.0003391498,0.00004907659,0.00003332298,0.00002425389,0.00003052531,0.00003834873,0.00782449,0.9269242,0.0002740266],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00007671118,0.001199489,0.00008446333,0.002726922,0.0005607056,0.0004331811,0.000008285948,0.0001069373,0.9948033],"genre_scores_gemma":[0.001110959,0.004403586,0.0006802563,0.0006320514,0.0006942538,0.00003404347,0.00005075437,0.00008842111,0.9923057],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6308594,"threshold_uncertainty_score":0.9985389,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03388706733579906,"score_gpt":0.3064515625054163,"score_spread":0.2725644951696173,"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."}}