{"id":"W2063946730","doi":"10.1097/pgp.0b013e3181b15010","title":"Malignant Giant Cell Tumor of the Vulva","year":2009,"lang":"en","type":"article","venue":"International Journal of Gynecological Pathology","topic":"Sarcoma Diagnosis and Treatment","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Juravinski Hospital; Hamilton Health Sciences; Brampton Civic Hospital; NOSM University; McMaster University","funders":"","keywords":"Vulva; Pathology; Differential diagnosis; Histology; Giant cell; Soft tissue; Medicine; Biology","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":[0.0002341004,0.00008854932,0.0002973342,0.00008235716,0.00002063962,0.000005908203,0.0002750087,0.00006591813,0.0003534288],"category_scores_gemma":[0.0004227644,0.00004373623,0.0002626725,0.00005868789,0.00009155997,0.00002938618,0.00004634195,0.000192401,0.00001281712],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008894606,"about_ca_system_score_gemma":0.00008047365,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002153829,"about_ca_topic_score_gemma":0.000001245832,"domain_scores_codex":[0.9988886,0.00008434169,0.0004763665,0.0000997602,0.000327117,0.0001238696],"domain_scores_gemma":[0.998804,0.0002301092,0.0004358734,0.0001137968,0.000350077,0.00006612235],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001446694,0.01309034,0.6280794,0.00001777405,0.0004515134,0.04238133,0.0003949363,0.0001055043,0.21979,0.009699119,0.005941414,0.07860196],"study_design_scores_gemma":[0.001757401,0.001621374,0.9678943,0.00004616076,0.00007759523,0.004517712,0.00003853301,0.0000137741,0.01956634,0.002793189,0.001628445,0.00004518415],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.984276,0.0005350663,0.00005180097,0.01180446,0.0007297415,0.0001008824,0.000006429232,0.000004318025,0.002491318],"genre_scores_gemma":[0.9950995,0.0001042407,0.001181208,0.003396281,0.0001464372,0.000001905058,0.000001164197,0.000003477523,0.00006573057],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3398149,"threshold_uncertainty_score":0.3869797,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01717882081804475,"score_gpt":0.2865484007390509,"score_spread":0.2693695799210061,"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."}}