{"id":"W4377971688","doi":"10.2106/jbjs.st.22.00011","title":"Reconstructive Allograft Preparation for Long Bone Intercalary Segments After Tumor Resections","year":2023,"lang":"en","type":"article","venue":"JBJS Essential Surgical Techniques","topic":"Sarcoma Diagnosis and Treatment","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Mount Sinai Hospital","funders":"","keywords":"Medicine; Medullary cavity; Intramedullary rod; Cancellous bone; Surgery; Nonunion; Transplantation; Anatomy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002728844,0.0001787135,0.0003350289,0.0002308528,0.0001119693,0.0000410303,0.00005144874,0.000121792,0.0002231739],"category_scores_gemma":[0.00008181517,0.0001478754,0.0002905768,0.0003371446,0.0001078224,0.000122168,0.00007659373,0.0001280697,0.00004022981],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001149751,"about_ca_system_score_gemma":0.00003869817,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004309226,"about_ca_topic_score_gemma":0.00003143158,"domain_scores_codex":[0.9986507,0.00007267317,0.0003501717,0.0004001123,0.0002264953,0.0002998026],"domain_scores_gemma":[0.9991844,0.0002342588,0.00007793699,0.0002439962,0.0001309944,0.000128436],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.02427191,0.008217296,0.5686976,0.001016637,0.002581852,0.01493355,0.001039946,0.000004532044,0.02599678,0.00341652,0.09179851,0.2580249],"study_design_scores_gemma":[0.007407404,0.003720223,0.2759487,0.001494843,0.001154523,0.003575771,0.0002920213,0.0005622252,0.5726001,0.008854208,0.1231152,0.001274802],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.991264,0.0002828737,0.001353735,0.001228695,0.0002709835,0.002087955,0.00006176854,0.001073214,0.002376808],"genre_scores_gemma":[0.9919367,0.0002165509,0.003542339,0.0001012965,0.0003430666,0.002997527,0.0002163542,0.00003375539,0.000612373],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5466033,"threshold_uncertainty_score":0.6030183,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01830027436912142,"score_gpt":0.3440542011886203,"score_spread":0.3257539268194989,"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."}}