{"id":"W4400942365","doi":"10.1016/j.jseint.2024.07.009","title":"A review of patient matched implants for shoulder arthroplasty","year":2024,"lang":"en","type":"review","venue":"JSES International","topic":"Shoulder Injury and Treatment","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hand and Upper Limb Clinic; Western University","funders":"","keywords":"Arthroplasty; Shoulders; Medicine; Implant; 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":[0.0000948587,0.0002867795,0.001247386,0.0001566136,0.00001486437,0.00001100481,0.0001057023,0.0001364495,0.0006810446],"category_scores_gemma":[0.0001109064,0.0001822754,0.0008698126,0.0000992292,0.00003304637,0.00002797013,0.00007429381,0.0001719992,0.00009595045],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001668728,"about_ca_system_score_gemma":0.0002954987,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003435233,"about_ca_topic_score_gemma":0.0000013735,"domain_scores_codex":[0.9984758,0.0000227861,0.000736155,0.0003177759,0.00031192,0.0001355285],"domain_scores_gemma":[0.9991366,0.0001231019,0.0002775002,0.0002426537,0.000157827,0.00006235235],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002888638,0.000196864,0.000004056972,0.1778208,0.001693115,0.00003865975,0.00001632932,2.163372e-8,1.252076e-7,0.0005144236,0.06379609,0.7558907],"study_design_scores_gemma":[0.0002241437,0.000166518,9.440864e-7,0.1754964,0.004624323,0.0004301471,0.000004499233,0.000001484275,0.000009350875,0.00008119625,0.8188546,0.0001064269],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000003024548,0.9925476,0.00003894335,0.0003490058,0.001824598,0.001600738,0.001596303,0.00003643645,0.002003358],"genre_scores_gemma":[0.00001090647,0.9943094,0.0005072162,0.0006619953,0.0003141216,0.0006617565,0.002057589,0.00004517386,0.001431795],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.7557842,"threshold_uncertainty_score":0.7456961,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07711358371831113,"score_gpt":0.4444744272975548,"score_spread":0.3673608435792436,"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."}}