{"id":"W2037332835","doi":"10.1055/s-0031-1284216","title":"Skull Base Surgery for the Management of Deeply Invasive Scalp Cancer","year":2011,"lang":"en","type":"article","venue":"Skull base","topic":"Nonmelanoma Skin Cancer Studies","field":"Medicine","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Sunnybrook Health Science Centre","funders":"","keywords":"Medicine; Scalp; Skull; Malignancy; Surgery; Merkel cell; Skin cancer; Resection; Cancer; Merkel cell carcinoma; Carcinoma; Pathology","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":[0.0003698895,0.000192242,0.0003956836,0.00009630024,0.0001050125,0.000005469217,0.0001468994,0.00004855661,0.0006782422],"category_scores_gemma":[0.0001139649,0.0001317434,0.0002122805,0.0002142645,0.0001831477,0.00005581032,0.0001239368,0.0001014561,0.00002960115],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001047005,"about_ca_system_score_gemma":0.0001465702,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007115086,"about_ca_topic_score_gemma":0.0003958662,"domain_scores_codex":[0.9987371,0.00003150151,0.0003394252,0.0003063964,0.0002526008,0.000332968],"domain_scores_gemma":[0.9984393,0.0005234458,0.0001598864,0.0005633538,0.0002123975,0.0001015792],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.005016984,0.001317413,0.4907523,0.007340228,0.006033738,0.00110257,0.005601523,0.00002157781,0.0008576606,0.003614965,0.3054272,0.1729138],"study_design_scores_gemma":[0.006650155,0.0006838853,0.7832791,0.002569629,0.003263965,0.00005523415,0.005377808,0.0001433138,0.1309957,0.001477282,0.06462431,0.0008795718],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9389542,0.01694179,0.002461257,0.009708355,0.00293272,0.004868565,0.0004391063,0.0001379757,0.02355597],"genre_scores_gemma":[0.9888066,0.002072141,0.004240866,0.002031214,0.0002857572,0.0008573708,0.0000142131,0.00005112298,0.001640687],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2925268,"threshold_uncertainty_score":0.7426277,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07533850854695233,"score_gpt":0.2903565711069216,"score_spread":0.2150180625599692,"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."}}