{"id":"W2978201445","doi":"10.1097/prs.0000000000006040","title":"Intraoperative Surgical Navigation Reduces the Surgical Time Required to Treat Acute Major Facial Fractures","year":2019,"lang":"en","type":"article","venue":"Plastic & Reconstructive Surgery","topic":"Facial Trauma and Fracture Management","field":"Medicine","cited_by":33,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hôpital du Sacré-Cœur de Montréal; Université TÉLUQ","funders":"","keywords":"Medicine; Navigation system; Surgery; Reduction (mathematics); Facial trauma; Facial bone; Visibility; Artificial intelligence; Computer science","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0004030779,0.000386632,0.000808788,0.0002359644,0.0002014556,0.00009197817,0.0001379098,0.0001973485,0.002639093],"category_scores_gemma":[0.0003393836,0.0002458296,0.0003089647,0.0004220098,0.0002997509,0.0002149165,0.00007735445,0.0004294184,0.00138386],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001579124,"about_ca_system_score_gemma":0.0001617148,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003527698,"about_ca_topic_score_gemma":0.000002176194,"domain_scores_codex":[0.9975704,0.0002033491,0.0005677053,0.0006315449,0.0005227101,0.0005043185],"domain_scores_gemma":[0.9961408,0.002939362,0.0001601519,0.0003213928,0.0001687729,0.0002694862],"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":[0.0320589,0.001361127,0.1132892,0.000466767,0.005438008,0.0103936,0.008242747,0.0004540376,0.04295544,0.002821605,0.03064631,0.7518722],"study_design_scores_gemma":[0.02095791,0.004464412,0.4543709,0.003549177,0.005042096,0.017388,0.007148024,0.002269605,0.2351461,0.002280397,0.2412624,0.006120933],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9844873,0.00007422098,0.00004461116,0.001329231,0.001709586,0.0009284055,0.00008818896,0.0001032109,0.01123527],"genre_scores_gemma":[0.9970207,0.00001739283,0.0001600811,0.0001711552,0.0006911841,0.00006532649,0.0001650275,0.00003441851,0.001674717],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7457513,"threshold_uncertainty_score":0.9999994,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01225291203577674,"score_gpt":0.269326133612756,"score_spread":0.2570732215769793,"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."}}