{"id":"W2018729874","doi":"10.4081/std.2011.e20","title":"Traumatic Ribs Fracture: How to Treat Them?","year":2011,"lang":"en","type":"article","venue":"Surgical Techniques Development","topic":"Trauma Management and Diagnosis","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; St. Joseph’s Healthcare Hamilton","funders":"","keywords":"Flail chest; Medicine; Rib cage; Internal fixation; Surgery; CLIPS; Fixation (population genetics); Damage control; Anatomy","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":[0.0005291939,0.001352455,0.001355974,0.001970412,0.001031445,0.001145981,0.0009968642,0.004793511,0.00532793],"category_scores_gemma":[0.002109566,0.0002904304,0.000737811,0.0006334526,0.0009273076,0.002170156,0.0007030275,0.002889051,0.004092026],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000294457,"about_ca_system_score_gemma":0.001284616,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001201782,"about_ca_topic_score_gemma":0.002487249,"domain_scores_codex":[0.9996207,0.00005381123,0.00006072344,0.00006564354,0.0001318078,0.00006723229],"domain_scores_gemma":[0.9994453,0.00009467944,0.0001203649,0.00002980696,0.0001123146,0.0001975164],"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":[0.0003560963,0.0009688987,0.03429233,0.002879231,0.0001279751,0.1014227,0.000498437,0.001064107,0.008350047,0.003451889,0.08499423,0.7615941],"study_design_scores_gemma":[0.0004105439,0.001235797,0.04270279,0.00484509,0.0003435939,0.7595451,0.006468837,0.002234611,0.0042887,0.02625285,0.151344,0.0003280888],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"methods","genre_scores_codex":[0.1195378,0.4398633,0.09945321,0.2492223,0.02213105,0.001114354,0.0008899334,0.001883802,0.06590422],"genre_scores_gemma":[0.3450848,0.4094174,0.09049252,0.05733305,0.06349847,0.000908838,0.00138312,0.0003327644,0.03154904],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.00532793,"threshold_uncertainty_score":0.01782376,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08918409264826903,"score_gpt":0.2877466416829499,"score_spread":0.1985625490346808,"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."}}