{"id":"W3195592783","doi":"10.1097/sap.0000000000002673","title":"Locally Advanced Scalp Tumors","year":2021,"lang":"en","type":"article","venue":"Annals of Plastic Surgery","topic":"Nonmelanoma Skin Cancer Studies","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Thomas Hospital","funders":"","keywords":"Medicine; Scalp; Surgery; Skull; Demographics; Head and neck; Retrospective cohort study; Skin cancer; 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":[0.0001931486,0.0001387786,0.0005831924,0.0001070236,0.00003587484,0.000005439267,0.00004201542,0.0000475076,0.0003174277],"category_scores_gemma":[0.003465333,0.0001291376,0.0002577038,0.0003170337,0.0001164171,0.00005529395,0.00005893748,0.0001042457,0.00005683288],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001407927,"about_ca_system_score_gemma":0.000398573,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008734478,"about_ca_topic_score_gemma":0.000006958602,"domain_scores_codex":[0.9987125,0.00003440291,0.0003883322,0.0002488847,0.0003185244,0.000297334],"domain_scores_gemma":[0.9962736,0.002842458,0.0001192819,0.0002694317,0.0003692425,0.0001259272],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006782328,0.0003634158,0.9043633,0.0005455528,0.0005293244,0.00152859,0.00009578982,0.00007705397,0.003077669,0.0002215027,0.0638721,0.02464741],"study_design_scores_gemma":[0.0003450549,0.00008505834,0.9528158,0.0008808853,0.00004921862,0.00006587047,0.0001577939,0.00002162455,0.03813701,0.0001266551,0.007162136,0.0001528591],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9905319,0.003856116,0.0002509028,0.0008273628,0.0009422572,0.00006628908,0.00001809221,0.0000346149,0.003472448],"genre_scores_gemma":[0.9978504,0.0005996322,0.0001830202,0.0006881076,0.0001641194,0.00001258506,0.00001602185,0.00002180003,0.0004642899],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05670996,"threshold_uncertainty_score":0.5266079,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0584517795521304,"score_gpt":0.3175336523597801,"score_spread":0.2590818728076497,"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."}}