{"id":"W2107105564","doi":"10.1002/dc.20140","title":"Fine‐needle aspiration of primary and recurrent benign fibrous histiocytoma: Classic, aneurysmal, and myxoid variants","year":2004,"lang":"en","type":"article","venue":"Diagnostic Cytopathology","topic":"Sarcoma Diagnosis and Treatment","field":"Medicine","cited_by":33,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hôtel-Dieu de Québec; Centre hospitalier universitaire de Québec","funders":"","keywords":"Medicine; Pathology; Cytopathology; Giant cell; Histiocyte; Atypia; Dermatofibrosarcoma protuberans; Nuclear atypia; Sarcoma; Angiosarcoma; Nodular fasciitis; Synovial sarcoma; Fine-needle aspiration; Dermatofibrosarcoma; Biopsy; Cytology; Soft tissue; 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":[0.0001370065,0.0002095494,0.0005102298,0.0001392772,0.00007091484,0.00001264598,0.00004492009,0.0001398128,0.00003028077],"category_scores_gemma":[0.0007173435,0.0001849905,0.00005356106,0.0001154064,0.0002110357,0.00006416525,0.00007436131,0.0001362647,0.00001228795],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001101465,"about_ca_system_score_gemma":0.0001066396,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005644949,"about_ca_topic_score_gemma":0.00004833851,"domain_scores_codex":[0.9987601,0.00006174899,0.0003606669,0.0004143989,0.0001563137,0.0002467915],"domain_scores_gemma":[0.9987546,0.0006245501,0.0001366412,0.0002657182,0.00007789189,0.0001406375],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005083015,0.003754159,0.8256765,0.0007551095,0.00009490282,0.006745808,0.001138854,0.00002789238,0.01338565,0.007886195,0.0005604872,0.1394662],"study_design_scores_gemma":[0.004116742,0.002594298,0.9863896,0.0001780731,0.0002980134,0.002756258,0.000033985,0.00001535181,0.002447889,0.000784363,0.0002279398,0.0001574823],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9881204,0.00924832,0.0001790749,0.001200889,0.0001932842,0.0005156445,0.00004765376,0.00004135341,0.0004533438],"genre_scores_gemma":[0.9974127,0.0006794333,0.001293069,0.0002895173,0.00009041577,0.00009272933,0.0001013274,0.00002181428,0.00001901308],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1607131,"threshold_uncertainty_score":0.7543691,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01861069117857962,"score_gpt":0.2482590482280169,"score_spread":0.2296483570494373,"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."}}