{"id":"W1996220006","doi":"10.1002/dc.20024","title":"Fine‐needle aspiration of primary and recurrent dermatofibrosarcoma protuberans","year":2004,"lang":"en","type":"article","venue":"Diagnostic Cytopathology","topic":"Sarcoma Diagnosis and Treatment","field":"Medicine","cited_by":44,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hôtel-Dieu de Québec; Centre hospitalier universitaire de Québec","funders":"","keywords":"Dermatofibrosarcoma protuberans; Medicine; Pathology; Dermatofibrosarcoma; Nuclear atypia; Atypia; Nodular fasciitis; Neurofibroma; Fine-needle aspiration; Malignancy; Biopsy; Soft tissue; Neurofibromatosis; Immunohistochemistry","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":[0.00009885412,0.000161487,0.0004158281,0.0001138796,0.0000471076,0.000007259709,0.00004356219,0.00009653244,0.00003309135],"category_scores_gemma":[0.0003940022,0.0001365013,0.00007439436,0.0001206311,0.0001389925,0.0000514372,0.00004533978,0.0001035763,0.00002462433],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007716461,"about_ca_system_score_gemma":0.00009933506,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003333469,"about_ca_topic_score_gemma":0.00003072366,"domain_scores_codex":[0.9989984,0.00004240686,0.000326338,0.0002730023,0.0001470997,0.0002127657],"domain_scores_gemma":[0.9991003,0.0003869229,0.000092213,0.000243981,0.00007462229,0.0001019351],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001607797,0.002245225,0.8944734,0.0004110615,0.00005479805,0.001362917,0.0008342984,0.0000159428,0.008364596,0.005116496,0.0001756806,0.08678484],"study_design_scores_gemma":[0.003766692,0.001367392,0.9744534,0.0003103226,0.0001744767,0.0015172,0.00003227929,0.000006193616,0.01678325,0.0009862672,0.0004756928,0.0001268273],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9910936,0.005060762,0.0003174543,0.00173006,0.000115546,0.000855698,0.00002517916,0.00004209033,0.0007596104],"genre_scores_gemma":[0.9970533,0.0002864816,0.001824849,0.0004205311,0.00005792093,0.0002331053,0.00009659194,0.00001797856,0.000009283214],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08665801,"threshold_uncertainty_score":0.556636,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01674270657635829,"score_gpt":0.2556986001478852,"score_spread":0.2389558935715269,"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."}}