{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002484594,0.0002423855,0.0003548245,0.0001577931,0.00006727219,0.00003117844,0.000163591,0.0001225933,0.001858787],"category_scores_gemma":[0.00002982521,0.0001778734,0.0001089978,0.0002684563,0.00003724909,0.00008509766,0.00009171977,0.000150917,0.0003372154],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001268821,"about_ca_system_score_gemma":0.00004348301,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002027302,"about_ca_topic_score_gemma":0.000002874948,"domain_scores_codex":[0.998661,0.00002728016,0.0002749303,0.0003382093,0.0003439653,0.0003546441],"domain_scores_gemma":[0.9992518,0.00004837102,0.00004989316,0.0003199931,0.00005531293,0.0002746732],"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":[0.0007544907,0.002240073,0.04402653,0.0004982759,0.0002810155,0.001823586,0.007756114,1.088596e-7,0.0002487415,0.006029845,0.134779,0.8015622],"study_design_scores_gemma":[0.0007160502,0.0002556391,0.05970105,0.0002096827,0.00006648413,0.00006029765,0.0001444223,7.083591e-7,0.1564914,0.0007382343,0.7812442,0.000371908],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.4597104,0.0001360779,0.007125814,0.005586836,0.000128449,0.002609396,0.000003132219,0.002198472,0.5225014],"genre_scores_gemma":[0.8897032,0.00006203659,0.1015911,0.00124529,0.00006533011,0.0004163391,0.00001998496,0.00003225624,0.00686456],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8011903,"threshold_uncertainty_score":0.9990537,"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."}}