{"id":"W4403615790","doi":"10.18229/kocatepetip.1394202","title":"WE HAVE MORE EVIDENCE THAN BEFORE; ULTRASONOGRAPHY IS A RELIABLE TOOL TO SHOW RIB FRACTURES","year":2024,"lang":"en","type":"article","venue":"Kocatepe tıp dergisi.","topic":"Trauma Management and Diagnosis","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"SAIT Polytechnic","funders":"","keywords":"Medicine; Blunt; Radiology; Emergency department; Blunt trauma; Ultrasonography; Radiography; Kappa; Rib cage; Surgery; 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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0002551067,0.0003739512,0.0004135024,0.0005383642,0.0001266109,0.0003019543,0.0002994192,0.0001698276,0.001377066],"category_scores_gemma":[0.0001552278,0.0003002794,0.0003316056,0.0008867236,0.00007810784,0.000468283,0.0001105662,0.0003554617,0.001327866],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008009838,"about_ca_system_score_gemma":0.00007552555,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004135009,"about_ca_topic_score_gemma":0.0001631348,"domain_scores_codex":[0.9976273,0.00001806031,0.0003693324,0.0007735881,0.0006154357,0.0005962373],"domain_scores_gemma":[0.9986274,0.0001807939,0.00004980054,0.0007615995,0.0000902466,0.0002902158],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002886599,0.0002511325,0.1712912,0.001057643,0.0005588383,0.0005732459,0.008219769,0.00008886525,0.0005928908,0.001145806,0.7616628,0.05426913],"study_design_scores_gemma":[0.0009035895,0.0008897378,0.288449,0.004163683,0.0008489627,0.00005693951,0.001595589,0.0007722847,0.01207606,0.001645018,0.6878335,0.0007655736],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8770866,0.01307733,0.0007839781,0.09698612,0.0008322584,0.001514464,0.00002616667,0.0009326225,0.008760454],"genre_scores_gemma":[0.9796668,0.001533526,0.00171884,0.006919848,0.0004337611,0.0002132613,0.00003391466,0.00007722462,0.00940286],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1171578,"threshold_uncertainty_score":0.9999449,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.027612836176051,"score_gpt":0.3217560788548848,"score_spread":0.2941432426788338,"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."}}