{"id":"W3182942856","doi":"10.1016/j.jseint.2021.05.006","title":"The effect of humeral implant thickness and canal fill on interface contact and bone stresses in the proximal humerus","year":2021,"lang":"en","type":"article","venue":"JSES International","topic":"Shoulder Injury and Treatment","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hand and Upper Limb Clinic","funders":"","keywords":"Stress shielding; Implant; Materials science; Cortical bone; Stress (linguistics); Fixation (population genetics); Biomechanics; Bone resorption; Biomedical engineering; Medicine; Anatomy; Surgery","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":[0.0001652692,0.00008737494,0.0001403983,0.00003139514,0.00005326488,0.00003106258,0.00005978868,0.00002888414,0.00003783759],"category_scores_gemma":[0.0001489779,0.00004295734,0.00003044003,0.00003814652,0.00006718987,0.00003356914,0.00004085708,0.0001350393,8.266259e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002891874,"about_ca_system_score_gemma":0.00003538195,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002655332,"about_ca_topic_score_gemma":0.0004358124,"domain_scores_codex":[0.9993426,0.00008186502,0.0001443295,0.0001322715,0.0002103743,0.00008861511],"domain_scores_gemma":[0.9991869,0.0005943088,0.00004731483,0.0001059801,0.00004228456,0.00002323568],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01011913,0.000927073,0.8680128,0.000305233,0.001693261,0.002050507,0.003821437,0.00003125726,0.01763596,0.01728699,0.005383413,0.07273299],"study_design_scores_gemma":[0.006298484,0.003023551,0.7609657,0.0004192318,0.0002612346,0.002458456,0.001146334,0.0003056023,0.2166746,0.0003085145,0.007979404,0.0001588986],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9932897,0.0009214482,0.000004786521,0.004014443,0.0001984565,0.0001861781,0.00005588062,0.000004640993,0.001324465],"genre_scores_gemma":[0.9992691,0.0001126137,0.00001730397,0.0002321556,0.00005986885,0.00002739654,0.0000275961,0.000004501548,0.0002494223],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1990386,"threshold_uncertainty_score":0.1751749,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01178278748466935,"score_gpt":0.3277138059686547,"score_spread":0.3159310184839854,"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."}}