{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001739065,0.0004402821,0.0003316939,0.001078267,0.0002006966,0.0004118897,0.0004135197,0.0006137596,0.001026277],"category_scores_gemma":[0.01494926,0.0003344797,0.0003368571,0.000400591,0.0004876286,0.000352862,0.0004761914,0.0004357315,0.0003947101],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001874102,"about_ca_system_score_gemma":0.0003051743,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001558906,"about_ca_topic_score_gemma":0.001989949,"domain_scores_codex":[0.9988931,0.0003528239,0.0001821467,0.0001543199,0.0002977358,0.0001199546],"domain_scores_gemma":[0.9875519,0.004370997,0.005888225,0.0006347586,0.001098434,0.0004556864],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009555979,0.000007682154,0.9984733,0.000004532385,0.000009390227,0.00004548469,0.00002226996,0.00008906753,0.0002567008,0.00000190632,0.00001381018,0.0009802503],"study_design_scores_gemma":[0.00001149791,0.0003386198,0.9952083,0.00001835879,0.00004379085,0.001816922,0.0001059903,0.001654785,0.0006344052,0.00003383885,0.0001263064,0.000007203751],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9991764,0.0001993275,0.0003822647,0.00001254311,0.000005828619,0.000005689479,0.00004192729,0.000008749992,0.0001671975],"genre_scores_gemma":[0.9995691,0.00003772238,0.0002783489,0.000004261564,0.000006227248,0.000003800572,0.00006971962,0.000001637273,0.00002919798],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001739065,"threshold_uncertainty_score":0.009197176,"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."}}