{"id":"W3014356461","doi":"10.1097/oi9.0000000000000055","title":"Hardware considerations in infection and nonunion management","year":2020,"lang":"en","type":"article","venue":"OTA International The Open Access Journal of Orthopaedic Trauma","topic":"Bone fractures and treatments","field":"Medicine","cited_by":29,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Michael's Hospital; University of Toronto","funders":"","keywords":"Nonunion; Context (archaeology); Computer science; Medicine; Risk analysis (engineering); Surgery; Biology","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":[0.00021431,0.00008523805,0.0001685843,0.0001123958,0.0000644511,0.000331041,0.0002382747,0.00002773428,0.0004864672],"category_scores_gemma":[0.00007469687,0.00005421349,0.00006714047,0.0001188811,0.00003299039,0.0007210284,0.0002198583,0.0002118389,0.00000433539],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004998867,"about_ca_system_score_gemma":0.00003628891,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001264715,"about_ca_topic_score_gemma":0.00008698954,"domain_scores_codex":[0.9991613,0.00003934895,0.0003416252,0.0001114415,0.0002720651,0.00007421957],"domain_scores_gemma":[0.9994742,0.00004524558,0.0001899954,0.00007439982,0.0001233886,0.00009281553],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009595541,0.0004807977,0.8366928,0.00005458555,0.0009058686,0.001271397,0.0005502668,0.0003799401,0.00006795798,0.006521997,0.00725621,0.1448587],"study_design_scores_gemma":[0.004284942,0.0001868762,0.9687603,0.0002009548,0.0001122927,0.0005383688,0.00007539491,0.0003261345,0.0001292747,0.000868248,0.02445525,0.00006201876],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9251121,0.0003504202,0.0005303309,0.05466835,0.0004836446,0.0005552086,0.000008805695,0.000007488535,0.01828369],"genre_scores_gemma":[0.9961718,0.0005167628,0.0005726509,0.002335939,0.0001809592,0.000008943707,0.000007463954,0.000009003055,0.0001964239],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1447967,"threshold_uncertainty_score":0.5326475,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08429319861855263,"score_gpt":0.391110019974764,"score_spread":0.3068168213562114,"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."}}