{"id":"W2039187891","doi":"10.1148/radiol.2291020377","title":"Osseous Invasion by Soft-Tissue Sarcoma: Assessment with MR Imaging","year":2003,"lang":"en","type":"article","venue":"Radiology","topic":"Sarcoma Diagnosis and Treatment","field":"Medicine","cited_by":50,"is_retracted":false,"has_abstract":true,"ca_institutions":"Mount Sinai Hospital","funders":"","keywords":"Medicine; Medullary cavity; Magnetic resonance imaging; Soft tissue; Sarcoma; Lesion; Cortical bone; Radiology; Soft tissue sarcoma; Nuclear medicine; 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":[0.0001342511,0.0001740155,0.0003616969,0.0000628611,0.00008221997,0.00001075594,0.00005261048,0.00006420249,0.0002606564],"category_scores_gemma":[0.00003934948,0.0001212299,0.0000453468,0.00009607699,0.00009467963,0.00003507308,0.00001394454,0.000140378,0.00005429236],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001627138,"about_ca_system_score_gemma":0.0001037001,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006526637,"about_ca_topic_score_gemma":0.00001111342,"domain_scores_codex":[0.9989278,0.0001101737,0.0001757982,0.000330883,0.0001294212,0.0003259244],"domain_scores_gemma":[0.9993102,0.0001552154,0.00005977105,0.0003012671,0.00003881137,0.0001347583],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006472964,0.0008416101,0.9370916,0.00002458569,0.0001642912,0.001575429,0.00008248967,0.000005747388,0.008952577,0.002007084,0.02377839,0.02541144],"study_design_scores_gemma":[0.01782913,0.003616983,0.4102383,0.0002004863,0.0007904342,0.02533101,0.000497797,0.000231829,0.04452367,0.0009963706,0.4948982,0.0008457707],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9748704,0.009653699,0.001962427,0.003431235,0.0002068807,0.0005516001,0.000007811648,0.0001012082,0.009214739],"genre_scores_gemma":[0.9939412,0.0002225723,0.00419432,0.001135413,0.00005561135,0.0000787235,0.00005634533,0.00002642181,0.0002894222],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5268533,"threshold_uncertainty_score":0.4943612,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01160943762700485,"score_gpt":0.2824919955624682,"score_spread":0.2708825579354633,"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."}}