{"id":"W7091464636","doi":"10.70709/xcusgmdat7","title":"Developing A Novel Model for Surgical Risk Stratification in Orthopedics: Case Report of an Unrecognized Periprosthetic Femur Fracture with Unanticipated Risks","year":2023,"lang":"en","type":"article","venue":"Journal of the American Osteopathic Academy of Orthopedics","topic":"Orthopaedic implants and arthroplasty","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Periprosthetic; Orthopedic surgery; Presentation (obstetrics); Femur; Risk stratification; Arthroplasty; Implant","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001616901,0.000931312,0.0004337047,0.001131288,0.0007777991,0.002383355,0.001637386,0.002111656,0.003483903],"category_scores_gemma":[0.004369131,0.0004139738,0.0009345555,0.0004942382,0.001250853,0.001241382,0.001839021,0.001140775,0.00129133],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001195,"about_ca_system_score_gemma":0.001668836,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003687881,"about_ca_topic_score_gemma":0.004465257,"domain_scores_codex":[0.9992598,0.0003074023,0.00005702271,0.0001471027,0.0001548478,0.00007377768],"domain_scores_gemma":[0.9984395,0.0008238854,0.0002163286,0.000164666,0.0002391023,0.0001164143],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"case_report","study_design_scores_codex":[0.001048278,0.00190511,0.1683897,0.0008714392,0.0003291865,0.0535921,0.00440882,0.2118362,0.02999797,0.2639349,0.0215466,0.2421397],"study_design_scores_gemma":[0.0001256747,0.001180592,0.006764307,0.0002917416,0.000192938,0.04167087,0.001486192,0.8068058,0.004961587,0.08827295,0.04810663,0.0001407553],"study_design_candidate":"case_report","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2168149,0.002508054,0.7317787,0.01001882,0.0005733258,0.00123412,0.0008135173,0.001150623,0.03510798],"genre_scores_gemma":[0.6748698,0.002018384,0.3094615,0.0006598448,0.00022051,0.0005657932,0.0005212644,0.00008062887,0.01160228],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003687881,"threshold_uncertainty_score":0.01165479,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08233055360365475,"score_gpt":0.3737383280149068,"score_spread":0.291407774411252,"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."}}