{"id":"W1996730605","doi":"10.1016/s0020-1383(03)00289-4","title":"Video-assisted thoracic surgery: state of the art in trauma care","year":2003,"lang":"en","type":"review","venue":"Injury","topic":"Trauma Management and Diagnosis","field":"Medicine","cited_by":89,"is_retracted":false,"has_abstract":false,"ca_institutions":"St Joseph's Health Centre; University of Toronto; St. Michael's Hospital","funders":"","keywords":"Medicine; Pneumothorax; Surgery; Video-assisted thoracoscopic surgery; Cardiothoracic surgery; Hemothorax; General surgery; Airway management; Resuscitation; Airway","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":[0.0003489349,0.000317824,0.001691433,0.0004074412,0.00002712418,0.0000159935,0.0001867641,0.000165812,0.0001243358],"category_scores_gemma":[0.0001087928,0.0002033798,0.0007687914,0.000894972,0.00006937323,0.00004651708,0.0000560809,0.0003732463,0.00009131385],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001484957,"about_ca_system_score_gemma":0.0002410222,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003101804,"about_ca_topic_score_gemma":0.00007967487,"domain_scores_codex":[0.9980483,0.000270712,0.0007641549,0.000322094,0.000326691,0.0002680536],"domain_scores_gemma":[0.9986019,0.0002553062,0.0003353099,0.0006845945,0.00005812542,0.0000648238],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001937144,0.00009258174,0.001291038,0.01806662,0.00009758104,0.00003668151,0.00005145992,5.70759e-8,1.020279e-7,0.000008363098,0.0180591,0.9622771],"study_design_scores_gemma":[0.0001017302,0.00003723237,0.004285358,0.02145035,0.0008418022,0.000008788735,0.00002861218,6.037669e-8,0.00001679735,0.0000120291,0.973036,0.0001812203],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001158193,0.9873012,7.941036e-7,0.00007573806,0.0004480946,0.001155058,0.00009045986,0.00003355366,0.009736904],"genre_scores_gemma":[0.001673589,0.9955674,0.00003454869,0.0001370315,0.00004946637,0.0001504518,0.0001131594,0.00005660125,0.002217732],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9620958,"threshold_uncertainty_score":0.8293589,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07439614063473772,"score_gpt":0.3721859068276459,"score_spread":0.2977897661929082,"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."}}