{"id":"W4403862475","doi":"10.2106/jbjs.24.01325","title":"In Appreciation","year":2024,"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":"Geology","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":[0.003568673,0.00002353552,0.0001169748,0.0002591878,0.00004218511,0.00007569939,0.000006778107,0.00002927254,0.0001358099],"category_scores_gemma":[0.0006921804,0.00001983689,0.00006017452,0.0001593267,0.0000284552,0.000679079,0.000002348549,0.0001201681,0.000008560295],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002767433,"about_ca_system_score_gemma":0.000302672,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001393216,"about_ca_topic_score_gemma":0.0001017164,"domain_scores_codex":[0.9993487,0.0001172219,0.0002668653,0.00003584744,0.0001636704,0.00006769386],"domain_scores_gemma":[0.9987606,0.001025768,0.0001193428,0.00001517667,0.00003825602,0.000040862],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001269784,0.0003398485,0.130666,0.0004577482,0.0001324045,0.0006836334,0.1498911,0.00001578337,0.001131458,0.1090579,0.4462228,0.1612744],"study_design_scores_gemma":[0.00004377174,0.00001296812,0.04956097,0.0003149436,0.00001524893,0.00005293093,0.01263041,0.000009743209,0.00005130063,0.01465853,0.9225768,0.00007240385],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8651654,0.0118592,0.00003358119,0.1101061,0.00231535,0.00002823656,5.071068e-7,0.000006569379,0.0104851],"genre_scores_gemma":[0.9957809,0.002263703,0.00006902095,0.0002851747,0.0008390971,4.071986e-7,2.040371e-7,0.00000202458,0.0007595129],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.476354,"threshold_uncertainty_score":0.1487023,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08954072424974863,"score_gpt":0.3590846301489086,"score_spread":0.26954390589916,"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."}}