{"id":"W2411501465","doi":"10.1007/978-3-031-44316-9","title":"Radiotherapy in Skin Cancer","year":2023,"lang":"en","type":"article","venue":"","topic":"Nonmelanoma Skin Cancer Studies","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre; University of Toronto; University of Alberta","funders":"","keywords":"Medicine; Skin cancer; Radiation therapy; Dermatology; Cancer; Internal medicine","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":[],"consensus_categories":[],"category_scores_codex":[0.00006714839,0.00005701175,0.0001473173,0.0001073359,0.0000139824,0.000002815045,0.00003019198,0.00002449589,0.0008725984],"category_scores_gemma":[0.000008837318,0.0000442344,0.00002687082,0.0004060842,0.00002374372,0.00001764295,0.00001534157,0.0000574111,0.000108383],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001142648,"about_ca_system_score_gemma":0.00004144768,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006113526,"about_ca_topic_score_gemma":0.000718889,"domain_scores_codex":[0.9995214,0.000006830602,0.0000878326,0.0001230453,0.0001005674,0.000160366],"domain_scores_gemma":[0.9998074,0.00002944135,0.000009978659,0.0001129918,0.0000110327,0.00002922144],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006648112,0.00002790739,0.8842933,0.00003495369,0.0000639466,0.0001024053,0.0007908621,0.00001800047,0.0009314975,0.0003286361,0.07126308,0.04207894],"study_design_scores_gemma":[0.001110978,0.0000410053,0.93415,0.00003638318,0.000004734021,0.00000472295,0.0001332948,0.0001726079,0.001574932,0.00009476142,0.06261587,0.0000606821],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.941347,0.002206826,0.00003706737,0.02070946,0.0003127623,0.0002554751,0.000002567872,0.0001460245,0.03498285],"genre_scores_gemma":[0.9690974,0.003655142,0.0006002536,0.001786493,0.0003180268,0.00012551,0.000002596762,0.00002220135,0.02439236],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04985674,"threshold_uncertainty_score":0.955434,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02681409390774489,"score_gpt":0.3553653766641829,"score_spread":0.3285512827564381,"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."}}