{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008336076,0.0007701666,0.0007503379,0.0005810828,0.0009200702,0.001178229,0.0007886487,0.002763698,0.005570118],"category_scores_gemma":[0.003145247,0.0001910755,0.0007908556,0.0004237744,0.0008708659,0.001464887,0.0004690552,0.002078037,0.0009027485],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003372308,"about_ca_system_score_gemma":0.0008213706,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001028655,"about_ca_topic_score_gemma":0.002366695,"domain_scores_codex":[0.999485,0.0001010709,0.00006668585,0.00006300534,0.0001065697,0.0001776425],"domain_scores_gemma":[0.9989103,0.0003822001,0.0003351001,0.00006973104,0.00008536817,0.000217298],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00704179,0.002414523,0.1576201,0.001596628,0.0005362759,0.03892229,0.0006008212,0.003193718,0.02026961,0.008064545,0.03184027,0.7278994],"study_design_scores_gemma":[0.001102125,0.01354665,0.5967481,0.005292683,0.001257341,0.2438828,0.006566257,0.008922711,0.01120309,0.04196083,0.06908013,0.0004371303],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7021708,0.08102375,0.02282524,0.1265001,0.006392645,0.0001631217,0.0002619421,0.0004296286,0.06023283],"genre_scores_gemma":[0.9536215,0.01909853,0.007129337,0.00711978,0.007791322,0.00005497253,0.0001923264,0.00005209983,0.004940119],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005570118,"threshold_uncertainty_score":0.0186339,"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."}}