{"id":"W1968585009","doi":"10.1002/dc.20562","title":"Cyto‐histological correlations inprimary, recurrent, and metastatic bone and soft tissue osteosarcoma. Institut Curie's experience","year":2007,"lang":"en","type":"article","venue":"Diagnostic Cytopathology","topic":"Sarcoma Diagnosis and Treatment","field":"Medicine","cited_by":29,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hôtel-Dieu de Québec","funders":"","keywords":"Medicine; Osteosarcoma; Osteoid; Chondrosarcoma; Giant cell; Pathology; Ossification; Cytology; Differential diagnosis; Soft tissue; Fine-needle aspiration; Anatomy; Biopsy","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":[0.0003292086,0.000280605,0.000617274,0.0002055082,0.000204489,0.00002191394,0.00006215025,0.0001412233,0.0001029901],"category_scores_gemma":[0.002791682,0.000236326,0.00005646331,0.000203646,0.000690682,0.00009772357,0.0001429618,0.0002634642,0.0000500648],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008172249,"about_ca_system_score_gemma":0.00006270128,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004857207,"about_ca_topic_score_gemma":0.00009679989,"domain_scores_codex":[0.9982014,0.0000876378,0.0004949671,0.0005666644,0.0001949545,0.0004543634],"domain_scores_gemma":[0.9965394,0.002609155,0.0001348163,0.0003180486,0.00007454414,0.0003240105],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000150737,0.0009837165,0.8335609,0.0000620001,0.00003667784,0.01139664,0.001431565,8.131307e-7,0.0007560794,0.00476133,0.000297578,0.1465619],"study_design_scores_gemma":[0.002677933,0.001120044,0.962777,0.0001285809,0.0003999886,0.01105207,0.0004120254,0.00002566066,0.0007875391,0.000611822,0.01972116,0.0002862371],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9726857,0.02192923,0.001801651,0.00118879,0.0003579669,0.0008827182,0.00002984174,0.00008928124,0.001034824],"genre_scores_gemma":[0.9936559,0.001570195,0.003395098,0.0008530562,0.00008362857,0.0002701202,0.00008728202,0.0000210261,0.00006370967],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1462757,"threshold_uncertainty_score":0.9637094,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02617069826802032,"score_gpt":0.3162207395008758,"score_spread":0.2900500412328555,"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."}}