{"id":"W1834292452","doi":"10.1177/229255031101900408","title":"Management of Pulmonary Hernia Through a Flail Segment in Closed Thoracic Trauma Using Open Reduction, Internal Fixation and Pectoralis Major Flap Reconstruction: A Case Report","year":2011,"lang":"en","type":"article","venue":"Canadian Journal of Plastic Surgery","topic":"Trauma Management and Diagnosis","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Flail chest; Medicine; Internal fixation; Surgery; Reduction (mathematics); Fixation (population genetics); Mechanical ventilation; Lung; Anesthesia; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004807484,0.002199328,0.001053711,0.001754312,0.003282053,0.001939345,0.00142813,0.006900201,0.00152963],"category_scores_gemma":[0.003854531,0.0009716428,0.001267579,0.0009802781,0.002228989,0.002037961,0.001740347,0.002995575,0.0005631265],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000988064,"about_ca_system_score_gemma":0.0009694697,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008469571,"about_ca_topic_score_gemma":0.001605892,"domain_scores_codex":[0.9991261,0.0001324746,0.0001146083,0.0001531465,0.0001541998,0.0003194777],"domain_scores_gemma":[0.9981313,0.0005058973,0.0005935826,0.0001487015,0.00006277915,0.0005575981],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"case_report","study_design_gemma":"case_report","study_design_scores_codex":[0.0000230361,0.00006454721,0.00428364,0.00002746639,0.000007864292,0.9933614,0.0001062634,0.00005254166,0.0007834416,0.00009842622,0.00007829349,0.001113196],"study_design_scores_gemma":[0.000007257513,0.00007395657,0.001233572,0.000004996572,0.000004372925,0.9981325,0.00006854295,0.00008794813,0.0002556359,0.00004464086,0.00008201726,0.00000447947],"study_design_candidate":"case_report","study_design_consensus":"case_report","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9807302,0.00431593,0.005905326,0.002688178,0.0003085393,0.0001942992,0.00007955657,0.0001570023,0.005621036],"genre_scores_gemma":[0.9936396,0.00106333,0.003052799,0.0005307323,0.0007197073,0.00003504454,0.000044981,0.00001241825,0.0009014591],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006900201,"threshold_uncertainty_score":0.007168949,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09694106774245485,"score_gpt":0.3019460542135529,"score_spread":0.205004986471098,"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."}}