{"id":"W2789664633","doi":"10.1016/j.injury.2018.02.023","title":"Reliability of the classification of proximal femur fractures: Does clinical experience matter?","year":2018,"lang":"en","type":"article","venue":"Injury","topic":"Hip and Femur Fractures","field":"Medicine","cited_by":34,"is_retracted":false,"has_abstract":false,"ca_institutions":"Trinity College","funders":"","keywords":"Kappa; Medicine; Cohen's kappa; Radiography; Femur; Confidence interval; Reliability (semiconductor); Surgery; Orthodontics; Nuclear medicine; Mathematics; Statistics; Internal medicine","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":[],"consensus_categories":[],"category_scores_codex":[0.0003187439,0.00007943853,0.0002274315,0.00002588805,0.00004030139,0.000003520028,0.0001715113,0.0001287514,0.0004539323],"category_scores_gemma":[0.0005600952,0.00003777746,0.0001186075,0.0001117119,0.0009283136,0.00005149829,0.00004692057,0.0001875591,0.00002651136],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001443183,"about_ca_system_score_gemma":0.00008207309,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002843713,"about_ca_topic_score_gemma":0.000005370643,"domain_scores_codex":[0.9988987,0.00008883268,0.0004739006,0.0001977041,0.0002333007,0.0001075349],"domain_scores_gemma":[0.9987569,0.0001002179,0.000228614,0.000664301,0.0001995879,0.00005031391],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004735401,0.0002752007,0.9264589,0.0000625843,0.00001229194,4.16528e-7,0.001884187,5.712808e-8,0.06266609,0.00007487425,0.003731908,0.004359941],"study_design_scores_gemma":[0.0001789876,0.0002178187,0.9098548,0.00006125958,0.00002359672,0.000001877143,0.0002505139,0.00002078635,0.08342621,0.000376393,0.005546035,0.00004167069],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9952015,0.00001588384,0.0000884275,0.001188842,0.0004050464,0.0002704838,0.00001203498,0.00001449854,0.002803296],"genre_scores_gemma":[0.9982885,0.00000530208,0.0003348251,0.0007967773,0.0003122418,0.00001133961,0.000001897412,0.000007956451,0.0002411944],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02076012,"threshold_uncertainty_score":0.497024,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0277050033375667,"score_gpt":0.384640908190179,"score_spread":0.3569359048526123,"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."}}