{"id":"W2058216817","doi":"10.1016/j.surg.2011.07.055","title":"Reconstruction after major chest wall resection: Can rigid fixation be avoided?","year":2011,"lang":"en","type":"article","venue":"Surgery","topic":"Surgical site infection prevention","field":"Medicine","cited_by":34,"is_retracted":false,"has_abstract":false,"ca_institutions":"Montreal General Hospital; McGill University Health Centre","funders":"","keywords":"Medicine; Resection; Fixation (population genetics); Surgery","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005799483,0.0001380613,0.0002419026,0.0002668057,0.00008911135,0.00001691632,0.0000249224,0.0001677813,0.01557266],"category_scores_gemma":[0.0002644895,0.0001292005,0.0002264879,0.0003529862,0.00006628539,0.0002223296,0.0000160763,0.0002179042,0.0001965779],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001814992,"about_ca_system_score_gemma":0.00007968894,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006150192,"about_ca_topic_score_gemma":0.0003011996,"domain_scores_codex":[0.998733,0.0001231422,0.0003925898,0.000290261,0.0002328734,0.0002281784],"domain_scores_gemma":[0.9991387,0.0001428588,0.0001463414,0.0002632532,0.0001592174,0.0001496659],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00159703,0.0002976881,0.8865559,0.0001648608,0.0001444377,0.0001281003,0.0003776981,6.151931e-7,0.00167327,0.0001210773,0.00419754,0.1047418],"study_design_scores_gemma":[0.0006146796,0.0001066112,0.9446594,0.0002019088,0.0001070641,0.0007610232,0.00006310642,0.00002371302,0.01686089,0.0009505281,0.0354129,0.0002381543],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9823343,0.00006945456,0.0001563069,0.001050045,0.001674952,0.0002388901,0.000004812266,0.0002007289,0.01427057],"genre_scores_gemma":[0.9953372,0.00005169001,0.0002429004,0.0004603819,0.0004006967,0.00008901731,0.00005320665,0.0000241558,0.003340683],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1045036,"threshold_uncertainty_score":0.9853272,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04514773587193444,"score_gpt":0.2557325271261666,"score_spread":0.2105847912542322,"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."}}