{"id":"W3127206009","doi":"10.1159/000511696","title":"Pilomatrixoma with Atypical Features: A Case Report","year":2021,"lang":"en","type":"article","venue":"Case Reports in Dermatology","topic":"Cancer and Skin Lesions","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Pilomatrixoma; Pilomatricoma; Medicine; Malignancy; Malignant transformation; Pathology; Lesion; Biopsy; Atypia; Dermatology","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":[0.0001292441,0.0001755639,0.0005577835,0.0002335732,0.00009389409,0.00001422412,0.00001671077,0.000216041,0.0002040203],"category_scores_gemma":[0.0004881792,0.0001435273,0.0001000111,0.0005842692,0.0001517735,0.00004711828,0.00006201927,0.0004033611,0.000005959189],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007501841,"about_ca_system_score_gemma":0.0006474486,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001720896,"about_ca_topic_score_gemma":0.001535061,"domain_scores_codex":[0.9982373,0.00007151521,0.0006511485,0.000528822,0.0001733241,0.0003379517],"domain_scores_gemma":[0.9984275,0.0001198253,0.0001657924,0.0008795855,0.0001798026,0.0002275511],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"case_report","study_design_gemma":"case_report","study_design_scores_codex":[0.0001447025,0.0001649006,0.04952158,0.00009555995,0.00004983812,0.9386144,0.0001562423,0.000003182834,0.0000691872,0.0001204842,0.010732,0.0003279035],"study_design_scores_gemma":[0.0008753141,0.00005079237,0.00541483,0.00009790406,0.0001212655,0.9775218,0.0004982186,0.00001572753,0.0014463,0.0001382931,0.01366487,0.0001546744],"study_design_candidate":"case_report","study_design_consensus":"case_report","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9877156,0.001447125,0.0001718965,0.002346565,0.0003341568,0.0002659718,0.00000277348,0.00007918539,0.007636739],"genre_scores_gemma":[0.9966283,0.00004522413,0.001677771,0.0005836852,0.00009721042,0.00005287037,0.00004256223,0.00002700658,0.0008453292],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04410675,"threshold_uncertainty_score":0.5852873,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01384276169898439,"score_gpt":0.3059289695038871,"score_spread":0.2920862078049027,"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."}}