{"id":"W2614834518","doi":"10.1148/rg.24si035170","title":"Best Cases from the AFIP","year":2004,"lang":"en","type":"article","venue":"Radiographics","topic":"Neurofibromatosis and Schwannoma Cases","field":"Medicine","cited_by":29,"is_retracted":false,"has_abstract":false,"ca_institutions":"Hospital for Sick Children","funders":"","keywords":"Medicine; Neurofibromatosis; MEDLINE; Neurofibroma; General surgery; Library science; Pathology","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":[0.00007028597,0.000124344,0.000181429,0.0000753615,0.0001502604,0.00003738638,0.0001038605,0.00006330869,0.00004722711],"category_scores_gemma":[0.00009216254,0.00007801421,0.0002056591,0.0004459303,0.0001523463,0.000048608,0.00002263587,0.0001868757,0.00004544178],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001277997,"about_ca_system_score_gemma":0.00005745414,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000760694,"about_ca_topic_score_gemma":0.0000576629,"domain_scores_codex":[0.9991951,0.00002577037,0.0001628504,0.0001984014,0.0002325494,0.0001852999],"domain_scores_gemma":[0.9991447,0.0002263048,0.00004143496,0.0004325225,0.00003898864,0.0001160915],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005162177,0.001637821,0.8734562,0.000112273,0.0007453366,0.01205744,0.00142396,0.00004666611,0.01568561,0.02761711,0.05946568,0.007235682],"study_design_scores_gemma":[0.007603413,0.002710478,0.6987066,0.0009152234,0.00131795,0.009357279,0.001238805,0.00004662901,0.01615524,0.009484394,0.2515705,0.0008934793],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9905956,0.003264698,0.00003480429,0.004596864,0.0001980797,0.0001795639,0.00004898055,0.0001137698,0.0009676787],"genre_scores_gemma":[0.9966761,0.0005159484,0.0005387045,0.001826771,0.0003304042,0.000009909691,0.00002887592,0.00002166196,0.00005160354],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1921048,"threshold_uncertainty_score":0.3181327,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03369211201640856,"score_gpt":0.2692335704951084,"score_spread":0.2355414584786998,"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."}}