{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003469931,0.0005645114,0.0004695987,0.001034934,0.0007306071,0.001166412,0.0004635723,0.001027175,0.01469566],"category_scores_gemma":[0.00069755,0.0002253641,0.0004873814,0.00110626,0.0009246115,0.001141172,0.0007559104,0.002053689,0.007164637],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004983858,"about_ca_system_score_gemma":0.0007962943,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001174077,"about_ca_topic_score_gemma":0.003829384,"domain_scores_codex":[0.999718,0.00007213681,0.00001323461,0.000028539,0.00014472,0.00002344368],"domain_scores_gemma":[0.999797,0.0001195678,0.00001482504,0.00001096952,0.00002849627,0.00002916959],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007135653,0.0001492388,0.0006635226,0.002169763,0.00003043773,0.000837428,0.000806678,0.000502831,0.003653705,0.02791938,0.4220583,0.5411375],"study_design_scores_gemma":[0.000004815523,0.00005703627,0.0006550645,0.000589813,0.000008462886,0.001942976,0.0001187715,0.00003286807,0.0002649002,0.002512423,0.9938069,0.00000597782],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"other","genre_scores_codex":[0.001228782,0.823954,0.001645413,0.00490059,0.01259031,0.00003474831,0.00004229145,0.00008806783,0.1555157],"genre_scores_gemma":[0.009252376,0.7438498,0.002296001,0.007790985,0.006568508,0.00004490453,0.00006891705,0.00005902427,0.2300696],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.01469566,"threshold_uncertainty_score":0.04916185,"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."}}