{"id":"W4416499996","doi":"10.1302/1358-992x.2025.14.036","title":"HIP FRACTURE SURGERY: WHO SHOULD GO FIRST? A PERSONALIZED MEDICINE TOOL","year":2025,"lang":"en","type":"article","venue":"Orthopaedic Proceedings","topic":"Hip and Femur Fractures","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Hip fracture; Cohort; Counterfactual thinking; Selection (genetic algorithm); MEDLINE; Reduction (mathematics)","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[],"category_scores_codex":[0.0008903712,0.0004906611,0.001102292,0.0006024493,0.0002951277,0.00005682755,0.0002217363,0.0004665259,0.001929117],"category_scores_gemma":[0.002239354,0.0003605062,0.0004103725,0.001125593,0.0004002916,0.0002399827,0.00008162437,0.0008779909,0.00007883535],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001505134,"about_ca_system_score_gemma":0.0003379081,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007542672,"about_ca_topic_score_gemma":0.000008475849,"domain_scores_codex":[0.9970511,0.00001453692,0.0006640202,0.0007249221,0.0008554652,0.000690008],"domain_scores_gemma":[0.9983884,0.0003440407,0.000214735,0.0002912909,0.0004283457,0.0003332293],"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":[0.0007229022,0.0001316786,0.2287583,0.001009195,0.0002481483,0.0001004275,0.002077982,3.048746e-7,0.0006453691,0.002726451,0.7532283,0.01035088],"study_design_scores_gemma":[0.002614842,0.0001726077,0.07268464,0.001993926,0.000499192,0.0001325244,0.0006150158,0.0001138201,0.0005351677,0.0008548458,0.9194211,0.0003622826],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5598503,0.01233536,0.001402959,0.2474341,0.001700354,0.002340295,0.00002283936,0.001426742,0.173487],"genre_scores_gemma":[0.9322831,0.0008244186,0.0002312636,0.03515819,0.001349007,0.0001251139,0.0000595866,0.0000688052,0.02990049],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3724328,"threshold_uncertainty_score":0.9998847,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0236972796670727,"score_gpt":0.2899125934826066,"score_spread":0.2662153138155339,"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."}}