{"id":"W4416184023","doi":"10.2106/jbjs.25.01253","title":"In Appreciation","year":2025,"lang":"en","type":"article","venue":"Journal of Bone and Joint Surgery","topic":"Educational Leadership and Practices","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Kingdom; Northern ireland; Joint (building); Middle East","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003172274,0.00002216332,0.0001384638,0.000287844,0.00006230093,0.00003131538,0.000008634282,0.00003113283,0.00006080875],"category_scores_gemma":[0.001358723,0.00001989194,0.00004994135,0.0001805137,0.00003180475,0.0004099121,0.000003282525,0.00009679607,0.00000190713],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000277571,"about_ca_system_score_gemma":0.0003493133,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001893085,"about_ca_topic_score_gemma":0.0001782345,"domain_scores_codex":[0.9993486,0.0001425859,0.0002912678,0.00003079163,0.0001216589,0.00006511906],"domain_scores_gemma":[0.9987245,0.000934826,0.0002275288,0.00001914802,0.0000656827,0.00002835169],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001553339,0.0003631283,0.5961759,0.0001304855,0.0000698311,0.00006017755,0.03152111,0.00001053389,0.0004781427,0.0792474,0.234532,0.05725594],"study_design_scores_gemma":[0.0001349742,0.000009662999,0.34747,0.0002376094,0.0000170791,0.000008862502,0.01790313,0.000002517596,0.0001013994,0.02352105,0.6105256,0.00006805081],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.855306,0.002781678,0.00004391241,0.1158583,0.001255248,0.00002990849,2.25915e-7,0.000002486558,0.02472227],"genre_scores_gemma":[0.9961365,0.001271379,0.00008941454,0.000862235,0.0002634533,4.574486e-7,1.474029e-7,9.128656e-7,0.001375457],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3759936,"threshold_uncertainty_score":0.1626617,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0623355090312882,"score_gpt":0.3570463147546851,"score_spread":0.2947108057233969,"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."}}