{"id":"W3083142842","doi":"10.3747/co.27.6015","title":"Multidisciplinary Management of Locally Advanced and Metastatic Cutaneous Squamous Cell Carcinoma","year":2020,"lang":"en","type":"review","venue":"Current Oncology","topic":"Nonmelanoma Skin Cancer Studies","field":"Medicine","cited_by":52,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; Women's College Hospital; Dalhousie University; University of Toronto; Western University; Université Laval; Centre hospitalier universitaire de Québec","funders":"Sanofi Genzyme; Sanofi","keywords":"Medicine; Cetuximab; Systemic therapy; Oncology; Radiation therapy; Skin cancer; Internal medicine; Colorectal cancer; Melanoma; Intensive care medicine; Cancer; Dermatology; Cancer research","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00007616679,0.0004745064,0.002906171,0.0001657149,0.00004127003,0.000003255832,0.0001566542,0.0001228237,0.00008434078],"category_scores_gemma":[0.00002297091,0.0003831824,0.0002854824,0.00023625,0.0002356289,0.00001520793,0.0005367538,0.0004123274,0.00006970792],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003588491,"about_ca_system_score_gemma":0.0003073199,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001832675,"about_ca_topic_score_gemma":0.000003109689,"domain_scores_codex":[0.9979579,0.0001366067,0.0007401145,0.0006322401,0.0002124854,0.0003206285],"domain_scores_gemma":[0.9986036,0.0002607407,0.0005283412,0.0003664515,0.00005169888,0.0001891783],"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":[0.00008215004,0.0003739351,0.0001464234,0.1018763,0.0002193801,0.002273643,0.000141757,2.311639e-7,3.039113e-7,0.00003803696,0.0005665792,0.8942813],"study_design_scores_gemma":[0.001802152,0.001697892,0.0001718323,0.004951331,0.004883635,0.0008258372,0.0001904148,0.0000128352,0.000001917329,0.00001384054,0.9851696,0.0002787464],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001294763,0.986743,0.00008394331,0.00005754623,0.0006848099,0.002104992,0.00005056627,0.00003420556,0.01011151],"genre_scores_gemma":[0.001649477,0.9939533,0.003232214,0.00000851444,0.0001055801,0.0002918612,0.00005051776,0.000100681,0.0006078755],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.984603,"threshold_uncertainty_score":0.999862,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1075667224327075,"score_gpt":0.4249937975877974,"score_spread":0.3174270751550899,"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."}}