{"id":"W4387954895","doi":"10.18203/issn.2455-4510.intjresorthop20233273","title":"Toronto extremity salvage score-patient reported outcome measures in upper extremity bone tumors treated with limb salvage surgery","year":2023,"lang":"en","type":"article","venue":"International Journal of Research in Orthopaedics","topic":"Sarcoma Diagnosis and Treatment","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Surgery; Forearm; Curettage; Humerus; Soft tissue; Bone Sarcoma; Population; Sarcoma; Ulna","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004847961,0.0002678943,0.0007665867,0.001860832,0.00006441086,0.00008026101,0.0002820916,0.0001390189,0.0001504451],"category_scores_gemma":[0.002794232,0.0001951393,0.000365029,0.001131224,0.0002027603,0.0003583668,0.0001542169,0.0009343566,0.00001597451],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001866472,"about_ca_system_score_gemma":0.0007277333,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001985995,"about_ca_topic_score_gemma":0.002318865,"domain_scores_codex":[0.9930493,0.0004310273,0.001647903,0.0004067923,0.003816515,0.0006484844],"domain_scores_gemma":[0.995671,0.001470014,0.0005150702,0.0003794617,0.001564393,0.0004001011],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001923179,0.001277985,0.9085734,0.00003512898,0.0002707008,0.05984052,0.0002312155,0.00004440089,0.0001569689,0.00003361643,0.001690147,0.02592276],"study_design_scores_gemma":[0.002794955,0.0003897804,0.9901854,0.001572984,0.00004057077,0.001934531,0.0006070032,0.0001206714,0.0004360672,0.00008963569,0.00166235,0.000166084],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9930166,0.00214427,0.000009929935,0.003074134,0.0003642661,0.0004395337,0.00001911657,0.00004415096,0.0008880048],"genre_scores_gemma":[0.9967884,0.002248322,0.0002144028,0.0001541169,0.000289165,0.00005375098,0.00005021587,0.00004615566,0.0001554819],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08161199,"threshold_uncertainty_score":0.795755,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1474944736437157,"score_gpt":0.3954599099442855,"score_spread":0.2479654363005698,"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."}}