{"id":"W2063705687","doi":"10.1136/ebm.12.4.122","title":"The 4 item Fracture and Mortality Index predicted hip fracture and all cause mortality in elderly women","year":2007,"lang":"en","type":"letter","venue":"Evidence-Based Medicine","topic":"Hip and Femur Fractures","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Hip fracture; Fracture (geology); Index (typography); Medicine; Gerontology; Internal medicine; Osteoporosis; Geology; Computer science; Geotechnical engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"not_applicable","genre":"commentary","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"not_applicable","genre":"commentary","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"}],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.003326192,0.001148987,0.001878581,0.0006152543,0.0002591986,0.0001009585,0.0004644336,0.002540536,0.0005083006],"category_scores_gemma":[0.00345273,0.0006807242,0.0001524962,0.0006206212,0.001517902,0.0002916447,0.00008585979,0.007169089,0.000005585301],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004886686,"about_ca_system_score_gemma":0.0007096037,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002453978,"about_ca_topic_score_gemma":0.0005981172,"domain_scores_codex":[0.9929528,0.00054254,0.001441368,0.001389366,0.002223187,0.001450792],"domain_scores_gemma":[0.9919165,0.004594533,0.0007251159,0.001659035,0.0003404911,0.0007642812],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0008328113,0.00008372994,0.3480599,0.001623391,0.001057019,0.004587483,0.002260199,0.00001039514,0.00005859222,0.000001930079,0.6390838,0.002340762],"study_design_scores_gemma":[0.002622666,0.0008541584,0.5100369,0.003705096,0.001073387,0.0000905104,0.0003353749,0.000124933,0.0000436421,0.000183502,0.480479,0.0004508001],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.3265015,0.0184084,0.0002394342,0.6522421,0.0004095454,0.001834544,0.00003756042,0.0001546345,0.0001722312],"genre_scores_gemma":[0.4059705,0.003414772,0.00002047041,0.5841721,0.005234165,0.0001283207,0.0003751806,0.0000938068,0.0005905842],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1619771,"threshold_uncertainty_score":0.9995644,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05381734604393419,"score_gpt":0.3399477519926955,"score_spread":0.2861304059487613,"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."}}