{"id":"W2899437513","doi":"10.2106/jbjs.oa.18.00012","title":"Long Bone Union Accurately Predicted by Cortical Bridging within 4 Months","year":2018,"lang":"en","type":"article","venue":"JBJS Open Access","topic":"Bone fractures and treatments","field":"Medicine","cited_by":47,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Nonunion; Intramedullary rod; Medicine; Bridging (networking); Femur; Surgery; Tibia; Delayed union; Long bone; Femoral shaft; Bone healing; Bony union","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":[0.0002277638,0.0002026412,0.0003728954,0.00006117161,0.000216361,0.0005791835,0.0004981532,0.0001247462,0.0007183818],"category_scores_gemma":[0.0001357895,0.0001520115,0.00005015096,0.000289921,0.0001227938,0.001045814,0.0005781322,0.0002599816,0.00008348096],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008248648,"about_ca_system_score_gemma":0.0001129502,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001743856,"about_ca_topic_score_gemma":0.0002260209,"domain_scores_codex":[0.9985367,0.00006650091,0.0003490326,0.0004065814,0.0003105509,0.0003306347],"domain_scores_gemma":[0.9989449,0.00004284058,0.0001535964,0.0004404151,0.0001478043,0.0002703948],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002907563,0.00208372,0.72278,0.0001104179,0.000692479,0.001352954,0.0007278567,0.000009330783,0.004324483,0.0002585865,0.2044841,0.0602685],"study_design_scores_gemma":[0.006711808,0.0007858245,0.9432068,0.0003666144,0.000354723,0.0002547136,0.00006633953,0.00276707,0.03482493,0.000134458,0.01015944,0.0003673112],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9839704,0.0001459366,0.0009682841,0.001870818,0.0003856265,0.001082625,0.00005819665,0.0001077191,0.01141036],"genre_scores_gemma":[0.9942734,0.00002180577,0.0002797495,0.001293128,0.0002718359,0.00004403916,0.000271961,0.00003998269,0.003504158],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2204267,"threshold_uncertainty_score":0.7865777,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05760368311157227,"score_gpt":0.4110845251055914,"score_spread":0.3534808419940191,"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."}}