{"id":"W2909205962","doi":"10.1097/sla.0000000000003175","title":"A Prospective Evaluation of the Utility of a Hybrid Operating Suite for Severely Injured Patients","year":2019,"lang":"en","type":"article","venue":"Annals of Surgery","topic":"Trauma and Emergency Care Studies","field":"Medicine","cited_by":47,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; University of Calgary","funders":"","keywords":"Medicine; Thoracotomy; Blunt; Laparotomy; Operating theater; Surgery; Craniotomy","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":[0.001011219,0.000244727,0.0001687633,0.0006421488,0.0003604354,0.000621788,0.0003063307,0.0002917645,0.001430824],"category_scores_gemma":[0.003891374,0.0001381896,0.0003739307,0.0005437065,0.0003822085,0.0006563878,0.0006312612,0.0005152922,0.0002530888],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004006248,"about_ca_system_score_gemma":0.0004947301,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007603839,"about_ca_topic_score_gemma":0.001336909,"domain_scores_codex":[0.9993814,0.0002153662,0.00008473473,0.00009703106,0.0001201636,0.0001012141],"domain_scores_gemma":[0.995288,0.000769622,0.002406404,0.0001493645,0.0004608851,0.0009257849],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003556318,0.00009209106,0.9978847,0.000007532984,0.00002019547,0.00005005371,0.00003050993,0.00005249818,0.000106869,0.00001098421,0.00003184643,0.001357021],"study_design_scores_gemma":[0.00002603194,0.002453173,0.996096,0.000008490789,0.00002264363,0.0004583139,0.0004084335,0.0002794965,0.0001014437,0.00001648125,0.0001225498,0.000007023862],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9996808,0.00004838045,0.00004390202,0.00001361676,0.000002544541,0.000008989071,0.00006454453,9.280931e-7,0.0001364309],"genre_scores_gemma":[0.9996104,0.00003952255,0.0001134464,0.00001600936,0.0000109316,0.00001292396,0.0001509365,7.677905e-7,0.00004507835],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001430824,"threshold_uncertainty_score":0.005347908,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2760217331935143,"score_gpt":0.3918089971397115,"score_spread":0.1157872639461973,"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."}}